Merge pull request #2108 from MicrosoftDocs/main638905934011967901sync_temp

For protected branch, push strategy should use PR and merge to target branch method to work around git push error

Author: learn-build-service-prod[bot]

docs/data-engineering/materialized-lake-views/create-materialized-lake-view.md

@@ -5,7 +5,7 @@ ms.topic: quickstart
 author: abhishjain002 
 ms.author: abhishjain
 ms.reviewer: nijelsf
-ms.date: 06/27/2025
+ms.date: 08/12/2025
 #customer intent: As a data engineer, I want to create materialized lake views (mlv) in lakehouse so that I can optimize query performance and manage data quality.
 ---
 
@@ -142,7 +142,7 @@ DROP MATERIALIZED LAKE VIEW customers_enriched;
 
 ## Current limitations
 
-* The Schema name will full capitals is not supported and is a known limitation, you can continue to use Create MLVs without full caps in Schema name.
+* Schema names with all capital letters are not supported and is a known limitation. You can continue to create MLVs without full caps in the schema name.
 * Spark properties set at the session level aren't applied during scheduled lineage refresh.
 * The creation of materialized lake view with delta time-travel isn't supported.
 * DML statements aren't supported with materialized lake views.

docs/data-science/model-endpoints.md

@@ -114,6 +114,21 @@ You can deactivate endpoints for multiple versions at once from the model’s se
 
 :::image type="content" source="media/model-endpoints/deactivate-multiple.jpg" alt-text="Screenshot showing how to deactivate multiple ML model endpoints at once from the Fabric interface." lightbox="media/model-endpoints/deactivate-multiple.jpg":::
 
+## Consumption rate
+
+Hosting active model endpoints consume Fabric Capacity Units. The table defines how many capacity units (CU) are consumed when a Machine Learning model endpoint is active.
+
+| **Operation** | **Operation Unit of Measure** | **Consumption rate** |
+|---|---|---|
+|model endpoint | 1 model endpoint (version) per second | 5 CU seconds|
+
+[The Fabric Capacity Metrics app](../enterprise/metrics-app-compute-page.md) displays the total capacity usage for model endpoint operations under the name "Model Endpoint". Additionally, users are able to view a summary of their billing charges for Model Endpoint usage under the invoicing item "ML Model Endpoint Capacity Usage CU".
+
+Model endpoint operation is classified as [background operations](../enterprise/fabric-operations.md#background-operations).
+
+Consumption rates are subject to change at any time. Microsoft uses reasonable efforts to provide notice via email or through in-product notification. Changes shall be effective on the date stated in the Microsoft Release Notes or the Microsoft Fabric Blog. If any change to the model endpoint in Fabric Consumption Rate materially increases the Capacity Units (CU) required to use, customers can use the cancellation options available for the chosen payment method.
+
+
 ## Related content
 
 - Manage and query endpoints programmatically with the [ML model endpoint REST API](https://aka.ms/fabric/model-endpoint-api).

docs/data-science/toc.yml

@@ -219,6 +219,8 @@ items:
   items:
     - name: Score models with PREDICT
       href: model-scoring-predict.md
+    - name: Serve real-time predictions with ML model endpoints
+      href: model-endpoints.md
 - name: Secure and manage ML items
   items:
     - name: Disaster recovery for ML items

docs/data-warehouse/migrate-with-migration-assistant.md

@@ -151,3 +151,4 @@ Congratulations! You're now ready to start using the warehouse.
 ## Related content
 
 - [Fabric Migration Assistant for Data Warehouse](migration-assistant.md)
+- [Microsoft Fabric Migration Overview](../fundamentals/migration.md)

docs/data-warehouse/migration-synapse-dedicated-sql-pool-methods.md

@@ -305,3 +305,4 @@ Several factors to note so that you can design your process for maximum performa
 - [Fabric Data Warehouse performance guidelines](guidelines-warehouse-performance.md)
 - [Security for data warehousing in Microsoft Fabric](security.md)
 - [Blog: Mapping ​​Azure Synapse dedicated SQL pools to Fabric data warehouse compute](https://blog.fabric.microsoft.com/blog/mapping-azure-synapse-dedicated-sql-pools-to-fabric-data-warehouse-compute/)
+- [Microsoft Fabric Migration Overview](../fundamentals/migration.md)

docs/data-warehouse/migration-synapse-dedicated-sql-pool-warehouse.md

@@ -164,3 +164,4 @@ The following table provides the mapping of supported data types from Synapse de
 - [Fabric Data Warehouse performance guidelines](guidelines-warehouse-performance.md)
 - [Security for data warehousing in Microsoft Fabric](security.md)
 - [Blog: Mapping ​​Azure Synapse dedicated SQL pools to Fabric data warehouse compute](https://blog.fabric.microsoft.com/blog/mapping-azure-synapse-dedicated-sql-pools-to-fabric-data-warehouse-compute/)
+- [Microsoft Fabric Migration Overview](../fundamentals/migration.md)

docs/database/sql/sqlpackage.md

@@ -4,7 +4,7 @@ description: Learn how to work with SqlPackage in your SQL database with Fabric.
 author: WilliamDAssafMSFT
 ms.author: wiassaf
 ms.reviewer: drskwier, antho, sukkaur
-ms.date: 05/28/2025
+ms.date: 08/08/2025
 ms.topic: how-to
 ms.custom: sfi-image-nochange, sfi-ropc-nochange
 ms.search.form:
@@ -44,7 +44,7 @@ As a global dotnet tool, SqlPackage is available in your terminal as `sqlpackage
 
 ## Import a database with SqlPackage
 
-A `.bacpac` is a portable copy of a database, useful for some migration and testing scenarios. You can **import** that `.bacpac` into an empty SQL database.
+A `.bacpac` is a portable copy of a database, useful for some migration and testing scenarios. You can **import** that `.bacpac` into an empty SQL database with [SqlPackage import](/sql/tools/sqlpackage/sqlpackage-import).
 
 > [!NOTE]
 > A `.bacpac` isn't a backup or a replacement for backup/restore capabilities. For more information about backups for SQL database in Fabric, see [Automatic backups in SQL database in Microsoft Fabric](backup.md) and [Restore from a backup in SQL database in Microsoft Fabric](restore.md).
@@ -64,7 +64,7 @@ A `.bacpac` is a portable copy of a database, useful for some migration and test
     - Replace your connection string from the SQL database settings dialog.
     - Replace the `sourcefile` value with the `.bacpac` name (`DatabaseName`) and `location` on your local machine.
 
-For more information on import, see [SqlPackage import](/sql/tools/sqlpackage/sqlpackage-import).
+1. Follow the import with a [Copy job](../../data-factory/what-is-copy-job.md) in Data Factory in Microsoft Fabric. To get started, see [Quickstart: Create a Copy job](../../data-factory/quickstart-copy-job.md).
 
 ## Export a database with SqlPackage
 
@@ -121,3 +121,4 @@ sqlpackage /action:publish /sourcefile:"C:\extracted.dacpac" /targetconnectionst
 - [Tutorial: Lifecycle management in Fabric](../../cicd/cicd-tutorial.md)
 - [SQL projects overview](/sql/tools/sql-database-projects/sql-database-projects)
 - [SQL database source control integration](source-control.md)
+- [Microsoft Fabric Migration Overview](../../fundamentals/migration.md)

docs/fundamentals/index.yml

@@ -29,6 +29,8 @@ landingContent:
             url: fabric-terminology.md
           - text: What's New
             url: whats-new.md
+          - text: Migration to Microsoft Fabric
+            url: migration.md
       - linkListType: get-started
         links:
           - text: Start a Fabric trial 

docs/fundamentals/migration.md

@@ -0,0 +1,101 @@
+---
+title: Microsoft Fabric Migration Overview
+description: Overview of migration options for moving data and workloads to Fabric from various sources.
+author: WilliamDAssafMSFT
+ms.author: wiassaf
+ms.reviewer: sngun
+ms.date: 08/06/2025
+ms.topic: overview
+ms.custom:
+- migration
+ai-usage: ai-assisted
+---
+# Microsoft Fabric Migration overview
+
+Microsoft Fabric provides a unified analytics platform, and migrating your data and workloads to Fabric can help you take advantage of its integrated capabilities. This page summarizes all migration-related articles in the documentation, grouped by migration source.
+
+## Migrate from legacy, on premises, or PaaS platforms
+
+| Article | Description |
+|:--|:--|
+| **[Microsoft Fabric adoption roadmap](/power-bi/guidance/fabric-adoption-roadmap)** | Learn the strategic and tactical considerations and action items that lead to the successful adoption of Microsoft Fabric, and help build a data culture in your organization.|
+| **[Migrate to Power BI](/power-bi/guidance/powerbi-migration-overview)** | Learn how to plan and conduct a migration from a third-party BI tool to Power BI.|
+
+## Migrate from Azure Analysis Services
+
+| Article | Description |
+|:--|:--|
+| **[Migrate Azure Analysis Services to Power BI](../enterprise/powerbi/aas-pbi-migration-overview.md)** | Migrate Microsoft Azure Analysis Services to Power BI using the Microsoft Power BI Premium migration feature in Power BI.|
+
+## Migrate from Azure Data Factory (ADF)
+
+| Article | Description |
+|:--|:--|
+| **[Planning your migration from Azure Data Factory to Data Factory in Fabric](../data-factory/migrate-planning-azure-data-factory.md)**|Plan your migration from Azure Data Factory to Fabric Data Factory.|
+| **[Migrate from Azure Data Factory to Data Factory in Fabric](../data-factory/migrate-from-azure-data-factory.md)**| Learn how to migrate Azure Data Factory (ADF) to Data Factory in Microsoft Fabric. |
+| **[How to Use Azure Data Factory item (Mount) in Fabric](../data-factory/migrate-pipelines-azure-data-factory-item.md)**|The Azure Data Factory item in Microsoft Fabric allows you to bring in your Azure Data Factory artifacts to Fabric instantly.|
+| **[Migrate from Azure Workflow Orchestration Manager to Microsoft Fabric Apache Airflow job](../data-factory/apache-airflow-jobs-migrate-azure-workflow-orchestration-manager.md)**| Learn to migrate from Azure workflow orchestration manager to [Apache Airflow Job in Microsoft Fabric](../data-factory/create-apache-airflow-jobs.md). |
+
+## Migrate from Azure SQL Database
+
+| Article | Description |
+|:--|:--|
+| **[SqlPackage and Copy job](../database/sql/sqlpackage.md#import-a-database-with-sqlpackage)** | You can migrate from Azure SQL Database or on-premises SQL Server to SQL database in Fabric with minimal downtime using a `.bacpac` file and SqlPackage, then a [Copy job](../data-factory/what-is-copy-job.md). |
+
+
+
+## Migrate from Azure Synapse Analytics Data Explorer
+
+| Article | Description |
+|:--|:--|
+| **[Migrate from Azure Synapse Data Explorer to Fabric Eventhouse (preview)](../real-time-intelligence/migrate-synapse-data-explorer.md)** | Step-by-step guidance for migrating your Azure Synapse Data Explorer (Kusto) databases to Fabric Eventhouse.|
+
+## Migrate from Azure Synapse Analytics dedicated SQL pools
+
+| Article | Description |
+|:--|:--|
+| **[Migration Assistant for Fabric Data Warehouse (preview)](../data-warehouse/migration-assistant.md)** | Learn how to use the Migration Assistant to move data and objects from Azure Synapse Analytics SQL Data Warehouse to Fabric Data Warehouse, including supported scenarios and limitations. |
+| **[Migration​ methods: ​Azure Synapse Analytics dedicated SQL pools to Fabric Data Warehouse](../data-warehouse/migration-synapse-dedicated-sql-pool-methods.md)**|Learn the methods of migration of data warehousing in Azure Synapse dedicated SQL pools to Fabric.|
+| **[Migration​ planning: ​Azure Synapse Analytics dedicated SQL pools to Fabric Data Warehouse](../data-warehouse/migration-synapse-dedicated-sql-pool-warehouse.md)**|Plan for migration of data warehousing in Azure Synapse dedicated SQL pools to Fabric.|
+
+## Migrate from Azure Synapse Analytics Spark
+
+| Article | Description |
+|:--|:--|
+| **[Migrating from Azure Synapse Spark to Fabric](../data-engineering/migrate-synapse-overview.md)**| Learn about migrating from Azure Synapse Spark to Fabric, including key considerations and different migration scenarios. |
+| **[Migrate data and pipelines from Azure Synapse Analytics to Fabric](../data-engineering/migrate-synapse-data-pipelines.md)** | Learn about your different options for migrating data and pipelines from Azure Synapse Analytics to Fabric. |
+| **[Migrate Hive Metastore metadata from Azure Synapse Analytics to Fabric](../data-engineering/migrate-synapse-hms-metadata.md)**| Learn about your different options for migrating Hive Metastore metadata from Azure Synapse Spark to Fabric. |
+| **[Migrate notebooks from Azure Synapse Analytics to Fabric](../data-engineering/migrate-synapse-notebooks.md)** | Learn about your different options for migrating your Azure Synapse Spark notebooks to Fabric. |
+| **[Migrate Spark configurations from Azure Synapse Analytics to Fabric](../data-engineering/migrate-synapse-spark-configurations.md)**| Learn about migrating Spark configurations from Azure Synapse Spark to Fabric, including prerequisites and migration options. |
+| **[Migrate Spark job definition from Azure Synapse to Fabric](../data-engineering/migrate-synapse-spark-job-definition.md)**| Learn about migrating Spark job definitions from Azure Synapse Spark to Fabric, including migration prerequisites and options. |
+| **[Migrate Spark libraries from Azure Synapse to Fabric](../data-engineering/migrate-synapse-spark-libraries.md)**| Learn about migrating Spark libraries from Azure Synapse Spark to Fabric, including migration prerequisites and options. |
+| **[Migrate Spark pools from Azure Synapse Analytics to Fabric](../data-engineering/migrate-synapse-spark-pools.md)**| Learn about migrating Apache Spark pools from Azure Synapse Spark to Fabric, including migration prerequisites and options. |
+
+## Migrate from Power BI dataflows (Gen1)
+
+| Article | Description |
+|:--|:--|
+| **[Migrate from Dataflow Gen1 to Dataflow Gen2](../data-factory/dataflow-gen2-migrate-from-dataflow-gen1.md)**|Learn how to migrate from Power BI dataflows, now known as *Dataflow Gen1*, to Dataflow Gen2 in [Data Factory](../data-factory/data-factory-overview.md) for Microsoft Fabric. |
+
+## Migrate from Power BI datamarts
+
+| Article | Description |
+|:--|:--|
+| **[Upgrade a Power BI Datamart to a Warehouse](../data-warehouse/datamart-upgrade-to-warehouse.md)** | Migrate an existing Power BI datamart to Fabric Data Warehouse. Power BI datamarts have been replaced by Fabric Data Warehouse.|
+
+## Migrate from Spark
+
+| Article | Description |
+|:--|:--|
+| **[Migrate existing workspace libraries and Spark properties to a Microsoft Fabric environment](../data-engineering/environment-workspace-migration.md)** | Learn how to migrate your existing workspace libraries and Apache Spark properties to a default [Fabric environment](../data-engineering/create-and-use-environment.md).|
+
+## Migrate from SQL Server instances
+
+| Article | Description |
+|:--|:--|
+| **[SqlPackage and Copy job](../database/sql/sqlpackage.md#import-a-database-with-sqlpackage)** | You can migrate from Azure SQL Database or on-premises SQL Server to SQL database in Fabric with minimal downtime using a `.bacpac` file and SqlPackage, then a [Copy job](../data-factory/what-is-copy-job.md). |
+
+## Related content
+
+- [What's new in Microsoft Fabric?](whats-new.md)
+- [Migrating from Power BI capacity to Microsoft Fabric capacity](https://aka.ms/P-SKU-Blog)

docs/fundamentals/toc.yml

@@ -13,6 +13,8 @@ items:
     href: fabric-terminology.md
   - name: What's New
     href: whats-new.md
+  - name: Migration to Microsoft Fabric
+    href: migration.md
 - name: Get started
   items:
   - name: End-to-end tutorials