Add Fabric compatibility notes across all docs

- New-FinOpsTestData: compatible with both ADX and Fabric RTI paths
- Remove-FinOpsTestData: does not manage Fabric data (clean up separately)
- Updated PS1 inline docs, MS Learn pages, README, and changelog

Author: Zach Olinske

docs-mslearn/toolkit/changelog.md

@@ -43,8 +43,8 @@ The following section lists features and enhancements that are currently in deve
 ### [PowerShell module](powershell/powershell-commands.md) v14
 
 - **Added**
-  - Added [New-FinOpsTestData](powershell/data/New-FinOpsTestData.md) to generate synthetic, multi-cloud FOCUS-compliant cost data for Azure, AWS, GCP, and on-premises providers. Supports FOCUS versions 1.0-1.3 with version-specific column sets, commitment discounts, Azure Hybrid Benefit, tag variation, and inline budget scaling. Includes `-Seed` for reproducibility and upload to Azure storage. Generated manifests include a `_ftkTestData` watermark for safe cleanup identification.
-  - Added [Remove-FinOpsTestData](powershell/data/Remove-FinOpsTestData.md) to purge test data from Azure Data Explorer tables, storage containers, and local test-data folders for a clean reset. Includes multi-layer safety features: local-only cleanup by default, targeted storage deletion (scans manifests for `_ftkTestData` marker and removes only test-data folders — production data is preserved), and ADX cleanup requires `-Force` because `.clear table` removes all rows. Supports optional ADF trigger management and ADX update policy verification.
+  - Added [New-FinOpsTestData](powershell/data/New-FinOpsTestData.md) to generate synthetic, multi-cloud FOCUS-compliant cost data for Azure, AWS, GCP, and on-premises providers. Compatible with both Azure Data Explorer and Microsoft Fabric Real-Time Intelligence ingestion paths. Supports FOCUS versions 1.0-1.3 with version-specific column sets, commitment discounts, Azure Hybrid Benefit, tag variation, and inline budget scaling. Includes `-Seed` for reproducibility and upload to Azure storage. Generated manifests include a `_ftkTestData` watermark for safe cleanup identification.
+  - Added [Remove-FinOpsTestData](powershell/data/Remove-FinOpsTestData.md) to purge test data from Azure Data Explorer tables, storage containers, and local test-data folders for a clean reset. Does not manage Microsoft Fabric data (clean up Fabric resources separately). Includes multi-layer safety features: local-only cleanup by default, targeted storage deletion (scans manifests for `_ftkTestData` marker and removes only test-data folders — production data is preserved), and ADX cleanup requires `-Force` because `.clear table` removes all rows. Supports optional ADF trigger management and ADX update policy verification.
 
 <br>
 

docs-mslearn/toolkit/powershell/data/New-FinOpsTestData.md

@@ -15,7 +15,7 @@ ms.reviewer: micflan
 
 # New-FinOpsTestData command
 
-The **New-FinOpsTestData** command generates synthetic, multi-cloud FOCUS-compliant cost data for Azure, AWS, GCP, and on-premises providers. Use it to populate a FinOps hub with realistic test data for validation, demos, and development.
+The **New-FinOpsTestData** command generates synthetic, multi-cloud FOCUS-compliant cost data for Azure, AWS, GCP, and on-premises providers. Use it to populate a FinOps hub with realistic test data for validation, demos, and development. Generated data is compatible with both Azure Data Explorer and Microsoft Fabric Real-Time Intelligence ingestion paths.
 
 The generated data includes:
 

docs-mslearn/toolkit/powershell/data/Remove-FinOpsTestData.md

@@ -17,6 +17,9 @@ ms.reviewer: micflan
 
 The **Remove-FinOpsTestData** command purges test data generated by [New-FinOpsTestData](New-FinOpsTestData.md) from Azure Data Explorer, Azure Storage, and the local test-data folder. By default only the local folder is cleaned. Pass `-StorageAccountName` and/or `-AdxClusterUri` to also clean cloud resources.
 
+> [!NOTE]
+> This command does not manage Microsoft Fabric Real-Time Intelligence data. If your hub uses Fabric, clean up Fabric data separately. Test data generated by `New-FinOpsTestData` is compatible with both ADX and Fabric ingestion paths.
+
 ### Safety features
 
 This command includes multiple safety layers to prevent accidentally deleting production data:
@@ -26,7 +29,7 @@ This command includes multiple safety layers to prevent accidentally deleting pr
 - **ADX requires `-Force`** – Because `.clear table` removes **all** data (production and test), the command refuses to run ADX cleanup unless `-Force` is specified. There is no way to selectively delete test rows from ADX.
 
 > [!IMPORTANT]
-> Do not ingest test data into an Azure Data Explorer cluster that also contains production data. Unlike storage (where only test-data folders are deleted), ADX `.clear table` removes **every row**. If you accidentally mix test and production data in ADX, clear the tables and re-ingest production data from storage. Production exports in storage are preserved by the targeted deletion.
+> Do not ingest test data into an Azure Data Explorer cluster that also contains production data. Unlike storage (where only test-data folders are deleted), ADX `.clear table` removes **every row**. If you accidentally mix test and production data in ADX, clear the tables and re-ingest production data from storage. Production exports in storage are preserved by the targeted deletion. For Microsoft Fabric, clean up data directly in your Fabric workspace — this command does not modify Fabric resources.
 
 Steps performed:
 

src/powershell/Public/Remove-FinOpsTestData.ps1

@@ -11,6 +11,11 @@
     folder is cleaned. Pass -StorageAccountName and/or -AdxClusterUri to also
     clean cloud resources.
 
+    Note: This command does not manage Microsoft Fabric Real-Time Intelligence.
+    If your hub uses Fabric, clean up Fabric data separately. Test data
+    generated by New-FinOpsTestData is compatible with both ADX and Fabric
+    ingestion paths.
+
     Safety features:
     - Local-only cleanup by default (no cloud params = no cloud deletion).
     - Storage deletion is targeted: the command scans every manifest in the

src/templates/finops-hub/test/README.md

@@ -4,7 +4,7 @@ This directory contains test data generation utilities for validating FinOps Hub
 
 ## New-FinOpsTestData
 
-Generates synthetic multi-cloud cost data in [FOCUS format](https://focus.finops.org/) for Azure, AWS, GCP, and on-premises data center scenarios.
+Generates synthetic multi-cloud cost data in [FOCUS format](https://focus.finops.org/) for Azure, AWS, GCP, and on-premises data center scenarios. Generated data is compatible with both Azure Data Explorer and Microsoft Fabric Real-Time Intelligence ingestion paths.
 
 This command is part of the [FinOps toolkit PowerShell module](../../../powershell/). The source is located at [`src/powershell/Public/New-FinOpsTestData.ps1`](../../../powershell/Public/New-FinOpsTestData.ps1).
 
@@ -90,7 +90,7 @@ The `Remove-FinOpsTestData` command performs a targeted cleanup for re-testing:
 
 All cloud parameters are optional. By default only local files are deleted. Pass `-StorageAccountName` for storage cleanup and `-AdxClusterUri -Force` for ADX cleanup.
 
-> **Important:** Do not ingest test data into an ADX cluster that also contains production data. Storage cleanup is targeted (only test-data folders are removed), but ADX `.clear table` removes **all** rows. If you accidentally mix test and production data in ADX, clear the tables and re-ingest production data from storage.
+> **Important:** Do not ingest test data into an ADX cluster that also contains production data. Storage cleanup is targeted (only test-data folders are removed), but ADX `.clear table` removes **all** rows. If you accidentally mix test and production data in ADX, clear the tables and re-ingest production data from storage. This command does not manage Microsoft Fabric data — clean up Fabric resources separately if applicable.
 
 Uses `ConfirmImpact = 'High'` so PowerShell will prompt for confirmation unless `-Confirm:$false` is passed.