[Hubs] Recommendations app by flanakin · Pull Request #2065 · microsoft/finops-toolkit

flanakin · 2026-03-21T10:56:21Z

🛠️ Description

This PR merges the features/hubs-recs branch into dev. All PRs have been approved in that branch already.

Blocked on #2066

Add recommendations support to FinOps hubs, including Azure Resource Graph (ARG) based recommendations ingestion, a dedicated Recommendations app module, 15+ custom recommendation queries, and supporting documentation.

Key changes:

Add ARG-based recommendations ingestion pipeline
Split recommendations into a dedicated app module (separate from IngestionQueries) for better modularity
Add custom recommendation queries (stopped VMs, unattached disks/NICs/IPs, VMs without AHB, non-spot AKS, etc.)
Add parameters to control noisy recommendations and force lowercase on common filters/group bys
Add recommendations feature documentation and best practices content
Prep branch for v14

Fixes #2011, #2010, #2003

📋 Checklist

🔬 How did you test this change?

🤏 Lint tests

🤞 PS -WhatIf / az validate

👍 Manually deployed + verified

💪 Unit tests

🙌 Integration tests

🙋‍♀️ Do any of the following that apply?

🚨 This is a breaking change.

🤏 The change is less than 20 lines of code.

📑 Did you update `docs/changelog.md`?

✅ Updated changelog (required for dev PRs)

➡️ Will add log in a future PR (feature branch PRs only)

❎ Log not needed (small/internal change)

📖 Did you update documentation?

✅ Public docs in docs (required for dev)

✅ Public docs in docs-mslearn (required for dev)

✅ Internal dev docs in docs-wiki (required for dev)

✅ Internal dev docs in src (required for dev)

➡️ Will add docs in a future PR (feature branch PRs only)

❎ Docs not needed (small/internal change)

- Add Recommendations app with ARM linked service and Resource Graph dataset - Add queries_ExecuteETL and queries_ETL_ingestion pipelines - Add 10 ARG query files for cost optimization recommendations: - Azure Advisor cost recommendations - Backendless Application Gateways and Load Balancers - Empty SQL Elastic Pools - Non-Spot AKS Clusters - SQL VMs and Windows VMs without Azure Hybrid Benefit - Stopped VMs (not deallocated) - Unattached Disks and Public IPs - Add recommendations_1.0.json schema file - Add enableRecommendations parameter to hub.bicep - Update documentation for HubsRecommendations data source Co-Authored-By: Helder Pinto <hepint@microsoft.com> Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

Co-authored-by: Claude <noreply@anthropic.com>

Co-authored-by: copilot-pull-request-reviewer <copilot-pull-request-reviewer@users.noreply.github.com> Co-authored-by: helderpinto <helderpinto@users.noreply.github.com>

…hubs-recs # Conflicts: # docs-mslearn/toolkit/changelog.md # docs-mslearn/toolkit/hubs/template.md

Co-authored-by: RolandKrummenacher <RolandKrummenacher@users.noreply.github.com> Co-authored-by: copilot-pull-request-reviewer <copilot-pull-request-reviewer@users.noreply.github.com>

Copilot

Pull request overview

This PR adds Azure Resource Graph (ARG)-based recommendations ingestion to the FinOps hubs template, including a new query-engine app, a recommendations app that uploads query/schema config, and supporting tests/docs, while also bumping the repo to v14.0.0-dev.

Changes:

Introduces new FinOps hubs apps for query orchestration (IngestionQueries), an ARG execution engine (AzureResourceGraph), and configurable Recommendations (query + schema uploads).
Adds a post-copy build step to generate loadTextContent() query-file mappings and updates KQL transforms to normalize recommendation details.
Updates deployment UX (createUiDefinition), docs (recommendations + best practices), and versioning/test scaffolding for v14.

Reviewed changes

Copilot reviewed 176 out of 177 changed files in this pull request and generated 4 comments.

Show a summary per file

File	Description
src/workbooks/.scaffold/ftkver.txt	Bumps workbook scaffold version to 14.0-dev.
src/templates/finops-workbooks/ftkver.txt	Bumps workbooks template version to 14.0-dev.
src/templates/finops-hub/modules/hub.bicep	Wires optional recommendations apps into hub deployment and trigger initialization.
src/templates/finops-hub/modules/fx/ftkver.txt	Bumps fx module version to 14.0-dev.
src/templates/finops-hub/modules/fx/ftktag.txt	Bumps fx tag to v14.0-dev.
src/templates/finops-hub/modules/Microsoft.FinOpsHubs/Recommendations/schemas/recommendations_1.0.json	Adds ADF schema translator for recommendations ingestion.
src/templates/finops-hub/modules/Microsoft.FinOpsHubs/Recommendations/queries/Recommendations-Microsoft-VMsWithoutAHB.json	Adds ARG recommendation query (AHB).
src/templates/finops-hub/modules/Microsoft.FinOpsHubs/Recommendations/queries/Recommendations-Microsoft-UnprovisionedExpressRouteCircuits.json	Adds ARG recommendation query (ExpressRoute).
src/templates/finops-hub/modules/Microsoft.FinOpsHubs/Recommendations/queries/Recommendations-Microsoft-UnmanagedDisks.json	Adds ARG recommendation query (unmanaged disks).
src/templates/finops-hub/modules/Microsoft.FinOpsHubs/Recommendations/queries/Recommendations-Microsoft-UnattachedPublicIPs.json	Adds ARG recommendation query (public IPs).
src/templates/finops-hub/modules/Microsoft.FinOpsHubs/Recommendations/queries/Recommendations-Microsoft-UnattachedNICs.json	Adds ARG recommendation query (NICs).
src/templates/finops-hub/modules/Microsoft.FinOpsHubs/Recommendations/queries/Recommendations-Microsoft-UnattachedDisks.json	Adds ARG recommendation query (managed disks).
src/templates/finops-hub/modules/Microsoft.FinOpsHubs/Recommendations/queries/Recommendations-Microsoft-UnassociatedDDoSPlans.json	Adds ARG recommendation query (DDoS plans).
src/templates/finops-hub/modules/Microsoft.FinOpsHubs/Recommendations/queries/Recommendations-Microsoft-StoppedVMs.json	Adds ARG recommendation query (stopped-not-deallocated VMs).
src/templates/finops-hub/modules/Microsoft.FinOpsHubs/Recommendations/queries/Recommendations-Microsoft-SQLVMsWithoutAHB.json	Adds ARG recommendation query (SQL AHB).
src/templates/finops-hub/modules/Microsoft.FinOpsHubs/Recommendations/queries/Recommendations-Microsoft-PremiumSnapshots.json	Adds ARG recommendation query (premium snapshots).
src/templates/finops-hub/modules/Microsoft.FinOpsHubs/Recommendations/queries/Recommendations-Microsoft-OrphanedNATGateways.json	Adds ARG recommendation query (NAT gateways).
src/templates/finops-hub/modules/Microsoft.FinOpsHubs/Recommendations/queries/Recommendations-Microsoft-NonSpotAKSClusters.json	Adds ARG recommendation query (AKS spot).
src/templates/finops-hub/modules/Microsoft.FinOpsHubs/Recommendations/queries/Recommendations-Microsoft-LegacyStorageAccounts.json	Adds ARG recommendation query (legacy storage).
src/templates/finops-hub/modules/Microsoft.FinOpsHubs/Recommendations/queries/Recommendations-Microsoft-IdleVNetGateways.json	Adds ARG recommendation query (VPN gateways).
src/templates/finops-hub/modules/Microsoft.FinOpsHubs/Recommendations/queries/Recommendations-Microsoft-EmptySQLElasticPools.json	Adds ARG recommendation query (elastic pools).
src/templates/finops-hub/modules/Microsoft.FinOpsHubs/Recommendations/queries/Recommendations-Microsoft-EmptyNSGs.json	Adds ARG recommendation query (NSGs).
src/templates/finops-hub/modules/Microsoft.FinOpsHubs/Recommendations/queries/Recommendations-Microsoft-EmptyAppServicePlans.json	Adds ARG recommendation query (App Service plans).
src/templates/finops-hub/modules/Microsoft.FinOpsHubs/Recommendations/queries/Recommendations-Microsoft-ClassicAppGateways.json	Adds ARG recommendation query (App Gateway v1).
src/templates/finops-hub/modules/Microsoft.FinOpsHubs/Recommendations/queries/Recommendations-Microsoft-BasicPublicIPs.json	Adds ARG recommendation query (Basic public IPs).
src/templates/finops-hub/modules/Microsoft.FinOpsHubs/Recommendations/queries/Recommendations-Microsoft-BasicLoadBalancers.json	Adds ARG recommendation query (Basic LBs).
src/templates/finops-hub/modules/Microsoft.FinOpsHubs/Recommendations/queries/Recommendations-Microsoft-BackendlessLoadBalancers.json	Adds ARG recommendation query (backendless LBs).
src/templates/finops-hub/modules/Microsoft.FinOpsHubs/Recommendations/queries/Recommendations-Microsoft-BackendlessAppGateways.json	Adds ARG recommendation query (backendless AppGW).
src/templates/finops-hub/modules/Microsoft.FinOpsHubs/Recommendations/queries/Recommendations-Microsoft-AdvisorCost.json	Adds ARG query for Azure Advisor cost recommendations.
src/templates/finops-hub/modules/Microsoft.FinOpsHubs/Recommendations/app.bicep	New app to upload recommendation query files + schema files into hub storage.
src/templates/finops-hub/modules/Microsoft.FinOpsHubs/IngestionQueries/metadata.bicep	Exports typed metadata for query storage locations.
src/templates/finops-hub/modules/Microsoft.FinOpsHubs/IngestionQueries/README.md	Documents orchestrator contract and file formats.
src/templates/finops-hub/modules/Microsoft.FinOpsHubs/AzureResourceGraph/metadata.bicep	Exports typed metadata for ARG datasets.
src/templates/finops-hub/modules/Microsoft.FinOpsHubs/AzureResourceGraph/app.bicep	New ARG engine app (ADF REST dataset + execution pipeline).
src/templates/finops-hub/modules/Microsoft.FinOpsHubs/AzureResourceGraph/README.md	Documents ARG engine behavior and limitations.
src/templates/finops-hub/modules/Microsoft.FinOpsHubs/Analytics/scripts/IngestionSetup_v1_2.kql	Updates recommendations transform to parse/normalize details and lower-case key fields.
src/templates/finops-hub/modules/Microsoft.FinOpsHubs/Analytics/scripts/IngestionSetup_HubInfra.kql	Fixes provider-path parsing for resource IDs lacking `/providers/`.
src/templates/finops-hub/modules/Microsoft.FinOpsHubs/Analytics/scripts/HubSetup_v1_2.kql	Projects additional recommendation columns from final dataset.
src/templates/finops-hub/main.bicep	Adds recommendation-related parameters and passes them into hub module.
src/templates/finops-hub/createUiDefinition.json	Adds a new deployment step for enabling/configuring recommendations.
src/templates/finops-hub/.build.config	Adds template post-copy script for generating query-file mappings.
src/templates/finops-alerts/modules/ftkver.txt	Bumps alerts module version to 14.0-dev.
src/scripts/Update-Version.ps1	Extends version update to also update changelog + integration test version list.
src/scripts/Test-PowerShell.ps1	Adjusts hubs test file matching to include new Hubs* tests.
src/scripts/Build-Toolkit.ps1	Adds support for running per-template custom build scripts.
src/scripts/Build-HubIngestionQueries.ps1	New generator for Recommendations/app.bicep query-file mapping block.
src/powershell/Tests/Unit/HubsIngestionQueries.Tests.ps1	New unit tests validating query/schema JSON and bicep compilation.
src/powershell/Tests/Integration/Toolkit.Tests.ps1	Updates planned release to 14 and adjusts expected release list.
src/powershell/Tests/Integration/HubsIngestionQueries.Tests.ps1	New integration tests executing ARG queries and validating schemas/perf.
src/powershell/Private/Get-VersionNumber.ps1	Bumps PowerShell version to 14.0-dev.
src/optimization-engine/ftkver.txt	Bumps optimization-engine version to 14.0-dev.
package.json	Bumps npm package version to 14.0.0-dev.
package-lock.json	Bumps npm lockfile package version to 14.0.0-dev.
docs/_includes/ftkver.txt	Bumps docs include version to 14.0-dev.
docs/_includes/ftktag.txt	Bumps docs include tag to v14.0-dev.
docs-mslearn/toolkit/workbooks/optimization.md	Updates ms.date.
docs-mslearn/toolkit/workbooks/governance.md	Updates ms.date.
docs-mslearn/toolkit/workbooks/finops-workbooks-overview.md	Updates ms.date.
docs-mslearn/toolkit/workbooks/customize-workbooks.md	Updates ms.date.
docs-mslearn/toolkit/roadmap.md	Updates ms.date.
docs-mslearn/toolkit/powershell/toolkit/get-finopstoolkitversion.md	Updates ms.date.
docs-mslearn/toolkit/powershell/toolkit/finops-toolkit-commands.md	Updates ms.date.
docs-mslearn/toolkit/powershell/powershell-commands.md	Updates ms.date.
docs-mslearn/toolkit/powershell/hubs/remove-finopshubscope.md	Updates ms.date.
docs-mslearn/toolkit/powershell/hubs/remove-finopshub.md	Updates ms.date.
docs-mslearn/toolkit/powershell/hubs/register-finopshubproviders.md	Updates ms.date.
docs-mslearn/toolkit/powershell/hubs/initialize-finopshubdeployment.md	Updates ms.date.
docs-mslearn/toolkit/powershell/hubs/get-finopshub.md	Updates ms.date.
docs-mslearn/toolkit/powershell/hubs/finops-hubs-commands.md	Updates ms.date.
docs-mslearn/toolkit/powershell/hubs/deploy-finopshub.md	Updates ms.date.
docs-mslearn/toolkit/powershell/data/open-data-commands.md	Updates ms.date.
docs-mslearn/toolkit/powershell/data/get-finopsservice.md	Updates ms.date.
docs-mslearn/toolkit/powershell/data/get-finopsresourcetype.md	Updates ms.date.
docs-mslearn/toolkit/powershell/data/get-finopsregion.md	Updates ms.date.
docs-mslearn/toolkit/powershell/data/get-finopspricingunit.md	Updates ms.date.
docs-mslearn/toolkit/powershell/cost/start-finopscostexport.md	Updates ms.date.
docs-mslearn/toolkit/powershell/cost/remove-finopscostexport.md	Updates ms.date.
docs-mslearn/toolkit/powershell/cost/new-finopscostexport.md	Updates ms.date.
docs-mslearn/toolkit/powershell/cost/get-finopscostexport.md	Updates ms.date.
docs-mslearn/toolkit/powershell/cost/cost-management-commands.md	Updates ms.date.
docs-mslearn/toolkit/powershell/cost/add-finopsserviceprincipal.md	Updates ms.date.
docs-mslearn/toolkit/power-bi/workload-optimization.md	Updates ms.date.
docs-mslearn/toolkit/power-bi/template-app.md	Updates ms.date.
docs-mslearn/toolkit/power-bi/setup.md	Updates ms.date.
docs-mslearn/toolkit/power-bi/reports.md	Updates ms.date.
docs-mslearn/toolkit/power-bi/rate-optimization.md	Updates ms.date.
docs-mslearn/toolkit/power-bi/invoicing.md	Updates ms.date.
docs-mslearn/toolkit/power-bi/help-me-choose.md	Updates ms.date.
docs-mslearn/toolkit/power-bi/governance.md	Updates ms.date.
docs-mslearn/toolkit/power-bi/data-ingestion.md	Updates ms.date.
docs-mslearn/toolkit/power-bi/cost-summary.md	Updates ms.date.
docs-mslearn/toolkit/power-bi/connector.md	Updates ms.date.
docs-mslearn/toolkit/optimization-engine/troubleshooting.md	Updates ms.date.
docs-mslearn/toolkit/optimization-engine/suppress-recommendations.md	Updates ms.date.
docs-mslearn/toolkit/optimization-engine/setup-options.md	Updates ms.date.
docs-mslearn/toolkit/optimization-engine/reports.md	Updates ms.date.
docs-mslearn/toolkit/optimization-engine/overview.md	Updates ms.date.
docs-mslearn/toolkit/optimization-engine/faq.md	Updates ms.date.
docs-mslearn/toolkit/optimization-engine/customize.md	Updates ms.date.
docs-mslearn/toolkit/optimization-engine/configure-workspaces.md	Updates ms.date.
docs-mslearn/toolkit/open-data.md	Updates ms.date.
docs-mslearn/toolkit/hubs/upgrade.md	Updates ms.date.
docs-mslearn/toolkit/hubs/template.md	Adds recommendation parameters + formatting updates (and ms.date).
docs-mslearn/toolkit/hubs/savings-calculations.md	Updates ms.date.
docs-mslearn/toolkit/hubs/private-networking.md	Updates ms.date.
docs-mslearn/toolkit/hubs/finops-hubs-overview.md	Updates ms.date.
docs-mslearn/toolkit/hubs/deploy.md	Updates ms.date.
docs-mslearn/toolkit/hubs/data-processing.md	Documents recommendations ingestion flow and supported datasets.
docs-mslearn/toolkit/hubs/data-model.md	Updates recommendations dataset description to include ARG sources.
docs-mslearn/toolkit/hubs/configure-scopes.md	Updates ms.date.
docs-mslearn/toolkit/hubs/configure-remote-hubs.md	Updates ms.date.
docs-mslearn/toolkit/hubs/configure-recommendations.md	New doc for recommendations configuration + custom queries.
docs-mslearn/toolkit/hubs/configure-dashboards.md	Updates ms.date.
docs-mslearn/toolkit/hubs/configure-ai.md	Updates ms.date.
docs-mslearn/toolkit/hubs/compatibility.md	Updates ms.date.
docs-mslearn/toolkit/help/troubleshooting.md	Updates ms.date.
docs-mslearn/toolkit/help/terms.md	Updates ms.date.
docs-mslearn/toolkit/help/support.md	Updates ms.date.
docs-mslearn/toolkit/help/help-options.md	Updates ms.date.
docs-mslearn/toolkit/help/errors.md	Updates ms.date.
docs-mslearn/toolkit/help/deploy.md	Updates ms.date.
docs-mslearn/toolkit/help/data-dictionary.md	Updates ms.date.
docs-mslearn/toolkit/finops-toolkit-overview.md	Updates ms.date.
docs-mslearn/toolkit/data-lake-storage-connectivity.md	Updates ms.date.
docs-mslearn/toolkit/changelog.md	Adds unreleased hubs vNext entry and updates ms.date/markdownlint settings.
docs-mslearn/toolkit/bicep-registry/scheduled-actions.md	Updates ms.date.
docs-mslearn/toolkit/bicep-registry/modules.md	Updates ms.date.
docs-mslearn/toolkit/alerts/finops-alerts-overview.md	Updates ms.date.
docs-mslearn/toolkit/alerts/configure-finops-alerts.md	Updates ms.date.
docs-mslearn/overview.md	Updates ms.date.
docs-mslearn/implementing-finops-guide.md	Updates ms.date.
docs-mslearn/framework/understand/understand-cloud-usage-cost.md	Updates ms.date.
docs-mslearn/framework/understand/reporting.md	Updates ms.date.
docs-mslearn/framework/understand/ingestion.md	Updates ms.date.
docs-mslearn/framework/understand/anomalies.md	Updates ms.date.
docs-mslearn/framework/understand/allocation.md	Updates ms.date.
docs-mslearn/framework/quantify/unit-economics.md	Updates ms.date.
docs-mslearn/framework/quantify/quantify-business-value.md	Updates ms.date.
docs-mslearn/framework/quantify/planning.md	Updates ms.date.
docs-mslearn/framework/quantify/forecasting.md	Updates ms.date.
docs-mslearn/framework/quantify/budgeting.md	Updates ms.date.
docs-mslearn/framework/quantify/benchmarking.md	Updates ms.date.
docs-mslearn/framework/optimize/workloads.md	Updates ms.date.
docs-mslearn/framework/optimize/sustainability.md	Updates ms.date.
docs-mslearn/framework/optimize/rates.md	Updates ms.date.
docs-mslearn/framework/optimize/optimize-cloud-usage-cost.md	Updates ms.date.
docs-mslearn/framework/optimize/licensing.md	Updates ms.date.
docs-mslearn/framework/optimize/architecting.md	Updates ms.date.
docs-mslearn/framework/manage/tools-services.md	Updates ms.date.
docs-mslearn/framework/manage/operations.md	Updates ms.date.
docs-mslearn/framework/manage/onboarding.md	Updates ms.date.
docs-mslearn/framework/manage/manage-finops.md	Updates ms.date.
docs-mslearn/framework/manage/invoicing-chargeback.md	Updates ms.date.
docs-mslearn/framework/manage/intersecting-disciplines.md	Updates ms.date.
docs-mslearn/framework/manage/governance.md	Updates ms.date.
docs-mslearn/framework/manage/education.md	Updates ms.date.
docs-mslearn/framework/manage/assessment.md	Updates ms.date.
docs-mslearn/framework/finops-framework.md	Updates ms.date.
docs-mslearn/framework/capabilities.md	Updates ms.date.
docs-mslearn/focus/what-is-focus.md	Updates ms.date.
docs-mslearn/focus/validate.md	Updates ms.date.
docs-mslearn/focus/metadata.md	Updates ms.date.
docs-mslearn/focus/mapping.md	Updates ms.date.
docs-mslearn/focus/convert.md	Updates ms.date.
docs-mslearn/focus/conformance-summary.md	Updates ms.date.
docs-mslearn/focus/conformance-full-report.md	Updates ms.date.
docs-mslearn/fabric/create-fabric-workspace-finops.md	Updates ms.date.
docs-mslearn/conduct-iteration.md	Updates ms.date.
docs-mslearn/best-practices/web.md	Adds App Service plan best practice + hubs note; updates ms.date.
docs-mslearn/best-practices/storage.md	Expands storage best practices aligned to new recommendations; updates formatting.
docs-mslearn/best-practices/networking.md	Expands networking best practices aligned to new recommendations; updates formatting.
docs-mslearn/best-practices/library.md	Updates ms.date.
docs-mslearn/best-practices/general.md	Adds Azure Advisor best practice and hubs note; updates formatting.
docs-mslearn/best-practices/databases.md	Expands SQL best practices aligned to recommendations; updates formatting.
docs-mslearn/best-practices/compute.md	Expands compute best practices aligned to recommendations; updates formatting.
docs-mslearn/TOC.yml	Adds “Configure recommendations” entry to toolkit hubs TOC.

Copilot · 2026-03-21T11:01:36Z

src/templates/finops-hub/modules/Microsoft.FinOpsHubs/Recommendations/app.bicep

+metadata hubApp = {
+  id: 'Microsoft.FinOpsHubs.Recommendations'
+  version: '$$ftkver$$'
+  dependencies: [
+    'Microsoft.FinOpsHubs.Core'
+    'Microsoft.FinOpsHubs.IngestionQueries'
+    'Microsoft.FinOpsHubs.AzureResourceGraph'
+  ]
+  metadata: 'https://microsoft.github.io/finops-toolkit/deploy/$$ftkver$$/Microsoft.FinOpsHubs/Recommendations/metadata.bicep'


The hubApp.metadata URL format here differs from other FinOps hub apps (for example, Core/Exports use .../deploy/finops-hub/$$ftkver$$/...). If this URL is consumed for documentation or tooling, this inconsistency can produce broken links. Please confirm the correct publish path and align it with the established pattern used by the other hub apps.

Copilot · 2026-03-21T11:01:37Z

src/templates/finops-hub/modules/Microsoft.FinOpsHubs/AzureResourceGraph/app.bicep

+metadata hubApp = {
+  id: 'Microsoft.FinOpsHubs.AzureResourceGraph'
+  version: '$$ftkver$$'
+  dependencies: [
+    'Microsoft.FinOpsHubs.Core'
+    'Microsoft.FinOpsHubs.IngestionQueries'
+  ]
+  metadata: 'https://microsoft.github.io/finops-toolkit/deploy/$$ftkver$$/Microsoft.FinOpsHubs/AzureResourceGraph/metadata.bicep'
+}


The hubApp.metadata URL format here differs from other FinOps hub apps (for example, Core/Exports use .../deploy/finops-hub/$$ftkver$$/...). If this URL is consumed for documentation or tooling, this inconsistency can produce broken links. Please confirm the correct publish path and align it with the established pattern used by the other hub apps.

Copilot · 2026-03-21T11:01:37Z

...tes/finops-hub/modules/Microsoft.FinOpsHubs/Recommendations/schemas/recommendations_1.0.json

+                "source": {
+                    "path": "[['ResourceId']"
+                },


The TabularTranslator mapping paths look malformed (e.g., "path": "[['ResourceId']"). For ADF REST->tabular mappings this should be a valid JSONPath (typically "$['ResourceId']" or "['ResourceId']"). As written, the Copy activity may fail to map columns at runtime even though the JSON is syntactically valid. Please update the source.path values to valid JSONPath expressions for each mapped column.

Copilot · 2026-03-21T11:01:37Z

docs-mslearn/toolkit/hubs/template.md

+| **enableRecommendations**              | Bool   | 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.                                                                                                                                                                                                                                                                        | True               |
+| **enableAHBRecommendations**           | Bool   | 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.                                                                                                                                                                                                                                                                         | False              |
+| **enableSpotRecommendations**          | Bool   | 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.                                                                                                                                                                                                                                                                 | False              |


The parameter table lists enableRecommendations with a default of True, but the Bicep template sets enableRecommendations default to false (and the UI checkbox is unchecked by default). Please fix the documented default value (and any related wording) to avoid confusing deployers.

microsoft-github-policy-service · 2026-03-21T12:46:59Z

@@flanakin, I noticed you said you would update the changelog in a future PR, but this PR is going into the dev branch. All dev branch PRs must have changelog entries to be ready for the next release. Either update the PR to target a feature branch or add a changelog entry to this PR.

flanakin and others added 11 commits February 13, 2026 01:57

Prep branch for v14 (#2003)

e779dd6

Co-authored-by: Claude <noreply@anthropic.com>

Prep branch for v14 (#2022)

1625345

Co-authored-by: Claude <noreply@anthropic.com>

Add recommendations feature documentation (#2010)

c6c9986

Force common filters and group bys to be lowercase (#2012)

93e0ecc

Co-authored-by: Claude <noreply@anthropic.com>

Add parameters for noisy recommendations and rename query files (#2011)

fc7057d

[Hubs] Add new custom recommendations (#2049)

a4bb876

Co-authored-by: copilot-pull-request-reviewer <copilot-pull-request-reviewer@users.noreply.github.com> Co-authored-by: helderpinto <helderpinto@users.noreply.github.com>

Merge remote-tracking branch 'origin/dev' into flanakin/merge-dev-to-…

5ce3ef3

…hubs-recs # Conflicts: # docs-mslearn/toolkit/changelog.md # docs-mslearn/toolkit/hubs/template.md

chore: Update ms.date in docs-mslearn files

517033d

Merge dev into features/hubs-recs (#2055)

f10d052

[Hubs] Split the Recommendations app (#2052)

216224a

Co-authored-by: RolandKrummenacher <RolandKrummenacher@users.noreply.github.com> Co-authored-by: copilot-pull-request-reviewer <copilot-pull-request-reviewer@users.noreply.github.com>

flanakin requested review from a team, MSBrett, RolandKrummenacher, arthurclares, helderpinto and nteyan as code owners March 21, 2026 10:56

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flanakin changed the title ~~Add recommendations support to FinOps hubs~~ [Hubs] Recommendations app Mar 21, 2026

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microsoft-github-policy-service bot added Needs: Documentation 📝 PR needs a changelog entry, public docs, or internal docs before it can be closed and removed Needs: Documentation 📝 PR needs a changelog entry, public docs, or internal docs before it can be closed labels Mar 21, 2026

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flanakin marked this pull request as draft March 21, 2026 12:46

microsoft-github-policy-service bot added the Needs: Documentation 📝 PR needs a changelog entry, public docs, or internal docs before it can be closed label Mar 21, 2026

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[Hubs] Recommendations app#2065

[Hubs] Recommendations app#2065
flanakin wants to merge 11 commits intodevfrom
features/hubs-recs

flanakin commented Mar 21, 2026 •

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flanakin commented Mar 21, 2026 • edited Loading Uh oh! There was an error while loading. Please reload this page.

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🛠️ Description

📋 Checklist

🔬 How did you test this change?

🙋‍♀️ Do any of the following that apply?

📑 Did you update docs/changelog.md?

📖 Did you update documentation?

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flanakin commented Mar 21, 2026 •

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📑 Did you update `docs/changelog.md`?