Final updates

jonburchel · jonburchel · commit e2deec0cf1c4 · 2022-09-26T18:19:07.000-04:00
diff --git a/articles/data-factory/media/doc-common-process/configure-ssis-button.png b/articles/data-factory/media/doc-common-process/configure-ssis-button.png
diff --git a/articles/data-factory/tutorial-bulk-copy-portal.md b/articles/data-factory/tutorial-bulk-copy-portal.md
@@ -7,7 +7,7 @@ ms.service: data-factory
 ms.subservice: tutorials
 ms.workload: data-services 
 ms.topic: tutorial
-ms.date: 07/06/2021
+ms.date: 09/26/2022
 ---
 
 # Copy multiple tables in bulk by using Azure Data Factory in the Azure portal
diff --git a/articles/data-factory/tutorial-bulk-copy.md b/articles/data-factory/tutorial-bulk-copy.md
@@ -7,7 +7,7 @@ ms.service: data-factory
 ms.subservice: tutorials
 ms.topic: tutorial
 ms.custom: seo-lt-2019
-ms.date: 02/18/2021
+ms.date: 09/26/2022
 ---
 
 # Copy multiple tables in bulk by using Azure Data Factory using PowerShell
diff --git a/articles/data-factory/tutorial-control-flow.md b/articles/data-factory/tutorial-control-flow.md
@@ -7,7 +7,7 @@ ms.reviewer: jburchel
 ms.service: data-factory
 ms.subservice: tutorials
 ms.topic: tutorial
-ms.date: 01/28/2022
+ms.date: 09/28/2022
 ---
 
 # Branching and chaining activities in a Data Factory pipeline
diff --git a/articles/data-factory/tutorial-copy-data-dot-net.md b/articles/data-factory/tutorial-copy-data-dot-net.md
@@ -5,7 +5,7 @@ author: jianleishen
 ms.service: data-factory
 ms.subservice: tutorials
 ms.topic: tutorial
-ms.date: 02/18/2021
+ms.date: 09/26/2022
 ms.author: jianleishen
 ---
 
diff --git a/articles/data-factory/tutorial-copy-data-portal-private.md b/articles/data-factory/tutorial-copy-data-portal-private.md
@@ -6,7 +6,7 @@ ms.service: data-factory
 ms.subservice: tutorials
 ms.topic: tutorial
 ms.custom: seo-lt-2019
-ms.date: 07/05/2021
+ms.date: 09/26/2022
 ms.author: jianleishen
 ---
 
@@ -118,7 +118,8 @@ In this tutorial, you start by creating a pipeline. Then you create linked servi
 
 1. On the home page, select **Orchestrate**.
 
-   :::image type="content" source="./media/doc-common-process/get-started-page.png" alt-text="Screenshot that shows the ADF home page.":::
+   :::image type="content" source="media/tutorial-data-flow/orchestrate.png" alt-text="Screenshot that shows the data factory home page with the Orchestrate button higlighted.":::
+
 1. In the properties pane for the pipeline, enter **CopyPipeline** for the pipeline name.
 
 1. In the **Activities** tool box, expand the **Move and Transform** category, and drag the **Copy data** activity from the tool box to the pipeline designer surface. Enter **CopyFromBlobToSql** for the name.
diff --git a/articles/data-factory/tutorial-copy-data-portal.md b/articles/data-factory/tutorial-copy-data-portal.md
@@ -6,7 +6,7 @@ ms.service: data-factory
 ms.subservice: tutorials
 ms.topic: tutorial
 ms.custom: seo-lt-2019
-ms.date: 07/05/2021
+ms.date: 09/26/2022
 ms.author: jianleishen
 ---
 
diff --git a/articles/data-factory/tutorial-copy-data-tool.md b/articles/data-factory/tutorial-copy-data-tool.md
@@ -7,7 +7,7 @@ ms.service: data-factory
 ms.subservice: tutorials
 ms.topic: tutorial
 ms.custom: seo-lt-2019
-ms.date: 07/08/2021
+ms.date: 09/26/2022
 ---
 
 # Copy data from Azure Blob storage to a SQL Database by using the Copy Data tool
diff --git a/articles/data-factory/tutorial-data-flow-adventure-works-retail-template.md b/articles/data-factory/tutorial-data-flow-adventure-works-retail-template.md
@@ -6,7 +6,7 @@ ms.author: aamerril
 ms.service: synapse-analytics
 ms.topic: conceptual
 ms.custom: seo-lt-2021
-ms.date: 10/18/2021
+ms.date: 09/26/2022
 ---
 
 # AdventureWorks template documentation
diff --git a/articles/data-factory/tutorial-data-flow-delta-lake.md b/articles/data-factory/tutorial-data-flow-delta-lake.md
@@ -7,7 +7,7 @@ ms.service: data-factory
 ms.subservice: data-flows
 ms.topic: conceptual
 ms.custom: seo-lt-2021
-ms.date: 06/04/2021
+ms.date: 09/26/2022
 ---
 
 # Transform data in delta lake using mapping data flows
diff --git a/articles/data-factory/tutorial-data-flow-dynamic-columns.md b/articles/data-factory/tutorial-data-flow-dynamic-columns.md
@@ -7,7 +7,7 @@ ms.service: data-factory
 ms.subservice: tutorials
 ms.topic: conceptual
 ms.custom: seo-lt-2021
-ms.date: 06/17/2021
+ms.date: 09/26/2022
 ---
 
 # Dynamically set column names in data flows
diff --git a/articles/data-factory/tutorial-data-flow-private.md b/articles/data-factory/tutorial-data-flow-private.md
@@ -8,7 +8,7 @@ ms.service: data-factory
 ms.subservice: tutorials
 ms.topic: conceptual
 ms.custom: seo-lt-2019
-ms.date: 06/04/2021
+ms.date: 09/26/2022
 ---
 
 # Transform data securely by using mapping data flow
@@ -58,7 +58,7 @@ In this step, you create a data factory and open the Data Factory UI to create a
 
 1. Select **Create**.
 1. After the creation is finished, you see the notice in the Notifications center. Select **Go to resource** to go to the **Data Factory** page.
-1. Select **Author & Monitor** to launch the Data Factory UI in a separate tab.
+1. Select **Open Azure Data Factory Studio** to launch the Data Factory UI in a separate tab.
 
 ## Create an Azure IR in Data Factory Managed Virtual Network
 
@@ -84,7 +84,7 @@ In this step, you'll create a pipeline that contains a data flow activity.
 
 1. On the home page of Azure Data Factory, select **Orchestrate**.
 
-   :::image type="content" source="./media/doc-common-process/get-started-page.png" alt-text="Screenshot that shows creating a pipeline.":::
+   :::image type="content" source="./media/tutorial-data-flow/orchestrate.png" alt-text="Screenshot that shows the data factory home page with the Orchestrate button highlighted.":::
 
 1. In the properties pane for the pipeline, enter **TransformMovies** for the pipeline name.
 1. In the **Activities** pane, expand **Move and Transform**. Drag the **Data Flow** activity from the pane to the pipeline canvas.
diff --git a/articles/data-factory/tutorial-data-flow-write-to-lake.md b/articles/data-factory/tutorial-data-flow-write-to-lake.md
@@ -7,7 +7,7 @@ ms.service: data-factory
 ms.subservice: data-flows
 ms.topic: conceptual
 ms.custom: seo-lt-2021
-ms.date: 06/04/2021
+ms.date: 09/26/2022
 ---
 
 # Best practices for writing to files to data lake with data flows
@@ -50,7 +50,7 @@ In this step, you'll create a pipeline that contains a data flow activity.
 
 1. On the home page of Azure Data Factory, select **Orchestrate**.
 
-   :::image type="content" source="./media/doc-common-process/get-started-page.png" alt-text="Screenshot that show the ADF home page.":::
+   :::image type="content" source="./media/tutorial-data-flow/orchestrate.png" alt-text="Screenshot that shows the data factory home page with the Orchestrate button highlighted.":::
 
 1. In the **General** tab for the pipeline, enter **DeltaLake** for **Name** of the pipeline.
 1. In the factory top bar, slide the **Data Flow debug** slider on. Debug mode allows for interactive testing of transformation logic against a live Spark cluster. Data Flow clusters take 5-7 minutes to warm up and users are recommended to turn on debug first if they plan to do Data Flow development. For more information, see [Debug Mode](concepts-data-flow-debug-mode.md).
diff --git a/articles/data-factory/tutorial-data-flow.md b/articles/data-factory/tutorial-data-flow.md
@@ -8,7 +8,7 @@ ms.service: data-factory
 ms.subservice: data-flows
 ms.topic: conceptual
 ms.custom: seo-lt-2019
-ms.date: 06/04/2021
+ms.date: 09/26/2022
 ---
 
 # Transform data using mapping data flows
diff --git a/articles/data-factory/tutorial-deploy-ssis-packages-azure-powershell.md b/articles/data-factory/tutorial-deploy-ssis-packages-azure-powershell.md
@@ -6,7 +6,7 @@ ms.subservice: integration-services
 ms.devlang: powershell
 ms.topic: tutorial
 ms.custom: seo-lt-2019, devx-track-azurepowershell
-ms.date: 10/22/2021
+ms.date: 09/26/2022
 author: chugugrace
 ms.author: chugu
 ---
diff --git a/articles/data-factory/tutorial-deploy-ssis-packages-azure.md b/articles/data-factory/tutorial-deploy-ssis-packages-azure.md
@@ -5,7 +5,7 @@ ms.service: data-factory
 ms.subservice: integration-services
 ms.topic: tutorial
 ms.custom: seo-lt-2019
-ms.date: 10/22/2021
+ms.date: 09/26/2022
 author: chugugrace
 ms.author: chugu
 ---
@@ -60,15 +60,15 @@ In this tutorial, you complete the following steps:
 
 To create your data factory via the Azure portal, follow the step-by-step instructions in [Create a data factory via the UI](./quickstart-create-data-factory-portal.md#create-a-data-factory). Select **Pin to dashboard** while doing so, to allow quick access after its creation. 
 
-After your data factory is created, open its overview page in the Azure portal. Select the **Author & Monitor** tile to open the **Let's get started** page on a separate tab. There, you can continue to create your Azure-SSIS IR.
+After your data factory is created, open its overview page in the Azure portal. Select the **Open Azure Data Factory Studio** tile to open the **Let's get started** page on a separate tab. There, you can continue to create your Azure-SSIS IR.
 
 ## Create an Azure-SSIS integration runtime
 
 ### From the Data Factory overview
 
 1. On the home page, select the **Configure SSIS** tile. 
 
-   :::image type="content" source="./media/doc-common-process/get-started-page.png" alt-text="Screenshot that shows the Azure Data Factory home page.":::
+   :::image type="content" source="./media/doc-common-process/configure-ssis-button.png" alt-text="Screenshot that shows the Azure Data Factory home page.":::
 
 1. For the remaining steps to set up an Azure-SSIS IR, see the [Provision an Azure-SSIS integration runtime](#provision-an-azure-ssis-integration-runtime) section. 
 
diff --git a/articles/data-factory/tutorial-deploy-ssis-virtual-network.md b/articles/data-factory/tutorial-deploy-ssis-virtual-network.md
@@ -6,7 +6,7 @@ ms.author: chugu
 ms.service: data-factory
 ms.subservice: integration-services
 ms.topic: conceptual
-ms.date: 10/27/2021
+ms.date: 09/26/2022
 ---
 
 # Configure Azure-SSIS integration runtime to join a virtual network
@@ -65,7 +65,7 @@ After you've configured a virtual network, you can join your Azure-SSIS IR to th
 
    :::image type="content" source="media/join-azure-ssis-integration-runtime-virtual-network/data-factories-list.png" alt-text="List of data factories":::
 
-1. Select your ADF with Azure-SSIS IR in the list. You see the home page for your ADF. Select the **Author & Monitor** tile. You see ADF UI on a separate tab.
+1. Select your ADF with Azure-SSIS IR in the list. You see the home page for your ADF. Select the **Open Azure Data Factory Studio** tile. You see ADF UI on a separate tab.
 
    :::image type="content" source="media/join-azure-ssis-integration-runtime-virtual-network/data-factory-home-page.png" alt-text="Data factory home page":::
 
diff --git a/articles/data-factory/tutorial-enable-remote-access-intranet-tls-ssl-certificate.md b/articles/data-factory/tutorial-enable-remote-access-intranet-tls-ssl-certificate.md
@@ -6,7 +6,7 @@ ms.author: lle
 ms.service: data-factory
 ms.subservice: tutorials
 ms.topic: tutorial
-ms.date: 12/21/2021
+ms.date: 09/26/2022
 ---
 
 # Enable remote access from intranet with TLS/SSL certificate (Advanced)
diff --git a/articles/data-factory/tutorial-hybrid-copy-data-tool.md b/articles/data-factory/tutorial-hybrid-copy-data-tool.md
@@ -7,7 +7,7 @@ ms.service: data-factory
 ms.subservice: tutorials
 ms.topic: tutorial
 ms.custom: seo-lt-2019
-ms.date: 07/08/2021
+ms.date: 09/26/2022
 ---
 
 # Copy data from a SQL Server database to Azure Blob storage by using the Copy Data tool
diff --git a/articles/data-factory/tutorial-hybrid-copy-portal.md b/articles/data-factory/tutorial-hybrid-copy-portal.md
@@ -6,7 +6,7 @@ author: nabhishek
 ms.service: data-factory
 ms.subservice: tutorials
 ms.topic: tutorial
-ms.date: 07/05/2021
+ms.date: 09/26/2022
 ---
 
 # Copy data from a SQL Server database to Azure Blob storage
@@ -134,7 +134,7 @@ In this step, you create a data factory and start the Data Factory UI to create
 
 1. On the Azure Data Factory home page, select **Orchestrate**. A pipeline is automatically created for you. You see the pipeline in the tree view, and its editor opens.
 
-   :::image type="content" source="./media/doc-common-process/get-started-page.png" alt-text="Screenshot that shows the Azure Data Factory home page.":::
+   :::image type="content" source="./media/tutorial-data-flow/orchestrate.png" alt-text="Screenshot that shows the data factory home page with the Orchestrate button highlighted.":::
 
 1. In the General panel under **Properties**, specify **SQLServerToBlobPipeline** for **Name**. Then collapse the panel by clicking the Properties icon in the top-right corner.
 
diff --git a/articles/data-factory/tutorial-hybrid-copy-powershell.md b/articles/data-factory/tutorial-hybrid-copy-powershell.md
@@ -7,7 +7,7 @@ ms.service: data-factory
 ms.subservice: tutorials
 ms.topic: tutorial
 ms.custom: devx-track-azurepowershell
-ms.date: 02/18/2021
+ms.date: 09/26/2022
 ---
 
 # Tutorial: Copy data from a SQL Server database to Azure Blob storage
diff --git a/articles/data-factory/tutorial-incremental-copy-change-data-capture-feature-portal.md b/articles/data-factory/tutorial-incremental-copy-change-data-capture-feature-portal.md
@@ -6,7 +6,7 @@ author: dearandyxu
 ms.service: data-factory
 ms.subservice: tutorials
 ms.topic: tutorial
-ms.date: 07/05/2021
+ms.date: 09/26/2022
 ---
 
 # Incrementally load data from Azure SQL Managed Instance to Azure Storage using change data capture (CDC)
diff --git a/articles/data-factory/tutorial-incremental-copy-lastmodified-copy-data-tool.md b/articles/data-factory/tutorial-incremental-copy-lastmodified-copy-data-tool.md
@@ -7,7 +7,7 @@ ms.service: data-factory
 ms.subservice: tutorials
 ms.topic: conceptual
 ms.custom: seo-lt-2019
-ms.date: 07/12/2021
+ms.date: 09/26/2022
 ---
 
 # Incrementally copy new and changed files based on LastModifiedDate by using the Copy Data tool
diff --git a/articles/data-factory/tutorial-incremental-copy-multiple-tables-portal.md b/articles/data-factory/tutorial-incremental-copy-multiple-tables-portal.md
@@ -6,7 +6,7 @@ author: dearandyxu
 ms.service: data-factory
 ms.subservice: tutorials
 ms.topic: tutorial
-ms.date: 07/05/2021
+ms.date: 09/26/2022
 ---
 
 # Incrementally load data from multiple tables in SQL Server to a database in Azure SQL Database using the Azure portal
diff --git a/articles/data-factory/tutorial-incremental-copy-multiple-tables-powershell.md b/articles/data-factory/tutorial-incremental-copy-multiple-tables-powershell.md
@@ -8,7 +8,7 @@ ms.service: data-factory
 ms.subservice: tutorials
 ms.topic: tutorial
 ms.custom: devx-track-azurepowershell
-ms.date: 07/05/2021
+ms.date: 09/26/2022
 ---
 
 # Incrementally load data from multiple tables in SQL Server to Azure SQL Database using PowerShell
diff --git a/articles/data-factory/tutorial-incremental-copy-overview.md b/articles/data-factory/tutorial-incremental-copy-overview.md
@@ -7,7 +7,7 @@ ms.service: data-factory
 ms.subservice: tutorials
 ms.topic: tutorial
 ms.custom: seo-lt-2019
-ms.date: 02/18/2021
+ms.date: 09/26/2022
 ---
 
 # Incrementally load data from a source data store to a destination data store
diff --git a/articles/data-factory/tutorial-incremental-copy-partitioned-file-name-copy-data-tool.md b/articles/data-factory/tutorial-incremental-copy-partitioned-file-name-copy-data-tool.md
@@ -7,7 +7,7 @@ ms.service: data-factory
 ms.subservice: tutorials
 ms.topic: conceptual
 ms.custom: seo-lt-2019
-ms.date: 07/15/2021
+ms.date: 09/26/2022
 ---
 
 # Incrementally copy new files based on time partitioned file name by using the Copy Data tool
diff --git a/articles/data-factory/tutorial-incremental-copy-portal.md b/articles/data-factory/tutorial-incremental-copy-portal.md
@@ -6,7 +6,7 @@ ms.author: yexu
 ms.service: data-factory
 ms.subservice: tutorials
 ms.topic: tutorial
-ms.date: 07/05/2021
+ms.date: 09/26/2022
 ---
 
 # Incrementally load data from Azure SQL Database to Azure Blob storage using the Azure portal
@@ -175,7 +175,8 @@ In this tutorial, you create a pipeline with two Lookup activities, one Copy act
 
 1. On the home page of Data Factory UI, click the **Orchestrate** tile.
 
-   :::image type="content" source="./media/doc-common-process/get-started-page.png" alt-text="Screenshot that shows the home page of Data Factory UI.":::    
+   :::image type="content" source="./media/tutorial-data-flow/orchestrate.png" alt-text="Screenshot that shows the data factory home page with the Orchestrate button highlighted.":::
+   
 3. In the General panel under **Properties**, specify **IncrementalCopyPipeline** for **Name**. Then collapse the panel by clicking the Properties icon in the top-right corner.
 
 4. Let's add the first lookup activity to get the old watermark value. In the **Activities** toolbox, expand **General**, and drag-drop the **Lookup** activity to the pipeline designer surface. Change the name of the activity to **LookupOldWaterMarkActivity**.
diff --git a/articles/data-factory/tutorial-incremental-copy-powershell.md b/articles/data-factory/tutorial-incremental-copy-powershell.md
@@ -6,7 +6,7 @@ ms.author: yexu
 ms.service: data-factory
 ms.subservice: tutorials
 ms.topic: tutorial
-ms.date: 02/18/2021
+ms.date: 09/26/2022
 ---
 
 # Incrementally load data from Azure SQL Database to Azure Blob storage using PowerShell
diff --git a/articles/data-factory/tutorial-managed-virtual-network-migrate.md b/articles/data-factory/tutorial-managed-virtual-network-migrate.md
@@ -6,7 +6,7 @@ ms.author: lle
 ms.service: data-factory
 ms.subservice: tutorials
 ms.topic: tutorial
-ms.date: 05/08/2022
+ms.date: 09/26/2022
 ---
 
 # Tutorial: How to move existing Azure integration runtime to an Azure integration runtime in a managed virtual network
diff --git a/articles/data-factory/tutorial-managed-virtual-network-on-premise-sql-server.md b/articles/data-factory/tutorial-managed-virtual-network-on-premise-sql-server.md
@@ -6,7 +6,7 @@ ms.author: lle
 ms.service: data-factory
 ms.subservice: tutorials
 ms.topic: tutorial
-ms.date: 05/06/2021
+ms.date: 09/26/2022
 ---
 
 # Tutorial: How to access on-premises SQL Server from Data Factory Managed VNet using Private Endpoint
diff --git a/articles/data-factory/tutorial-managed-virtual-network-sql-managed-instance.md b/articles/data-factory/tutorial-managed-virtual-network-sql-managed-instance.md
@@ -6,7 +6,7 @@ ms.author: lle
 ms.service: data-factory
 ms.subservice: tutorials
 ms.topic: tutorial
-ms.date: 03/17/2022
+ms.date: 09/26/2022
 ---
 
 # Tutorial: How to access SQL Managed Instance from Data Factory Managed VNET using Private Endpoint
diff --git a/articles/data-factory/tutorial-operationalize-pipelines.md b/articles/data-factory/tutorial-operationalize-pipelines.md
@@ -7,7 +7,7 @@ author: chez-charlie
 ms.author: chez
 ms.reviewer: jburchel
 ms.topic: tutorial
-ms.date: 09/22/2021
+ms.date: 09/26/2022
 ---
 
 # Deliver service level agreement for data pipelines
diff --git a/articles/data-factory/tutorial-pipeline-failure-error-handling.md b/articles/data-factory/tutorial-pipeline-failure-error-handling.md
@@ -7,7 +7,7 @@ author: chez-charlie
 ms.author: chez
 ms.reviewer: jburchel
 ms.topic: tutorial
-ms.date: 11/08/2021
+ms.date: 09/22/2022
 ---
 
 # Understanding pipeline failure
diff --git a/articles/data-factory/tutorial-push-lineage-to-purview.md b/articles/data-factory/tutorial-push-lineage-to-purview.md
@@ -7,7 +7,7 @@ ms.service: data-factory
 ms.subservice: tutorials
 ms.topic: tutorial
 ms.custom: [seo-lt-2019, references_regions]
-ms.date: 08/10/2021
+ms.date: 09/26/2022
 ---
 
 # Push Data Factory lineage data to Microsoft Purview
diff --git a/articles/data-factory/tutorial-transform-data-hive-virtual-network.md b/articles/data-factory/tutorial-transform-data-hive-virtual-network.md
@@ -7,7 +7,7 @@ author: nabhishek
 ms.author: abnarain
 ms.topic: tutorial
 ms.custom: devx-track-azurepowershell
-ms.date: 01/28/2022
+ms.date: 09/26/2022
 ---
 
 # Transform data in Azure Virtual Network using Hive activity in Azure Data Factory
diff --git a/articles/data-factory/tutorial-transform-data-spark-powershell.md b/articles/data-factory/tutorial-transform-data-spark-powershell.md
diff --git a/articles/data-factory/update-machine-learning-models.md b/articles/data-factory/update-machine-learning-models.md
diff --git a/articles/data-factory/whitepapers.md b/articles/data-factory/whitepapers.md
diff --git a/articles/data-factory/wrangling-functions.md b/articles/data-factory/wrangling-functions.md
diff --git a/articles/data-factory/wrangling-overview.md b/articles/data-factory/wrangling-overview.md
diff --git a/articles/data-factory/wrangling-tutorial.md b/articles/data-factory/wrangling-tutorial.md
