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---
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title: Azure Data Factory tutorials
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description: A list of tutorials demonstrating Azure Data Factory concepts
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title: Azure Data Factory Tutorials
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description: A list of top tutorials and guides for developing pipelines, data flows, and managing your Azure Data Factory.
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author: whhender
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ms.author: whhender
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ms.reviewer: makromer
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ms.topic: tutorial
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ms.topic: get-started
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ms.subservice: authoring
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ms.date: 02/13/2025
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ms.date: 04/22/2025
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---
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# Azure Data Factory tutorials
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[!INCLUDE[appliesto-adf-asa-md](includes/appliesto-adf-asa-md.md)]
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Below is a list of tutorials to help explain and walk through a series of Data Factory concepts and scenarios.
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This is a list of our top tutorials to help explain and walk through a series of Data Factory concepts and scenarios.
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Search the table of contents to the side for the full list of tutorials.
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## Copy and ingest data
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[Copy data from on-premises to the cloud](tutorial-hybrid-copy-data-tool.md)
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[Conditional execution](tutorial-pipeline-failure-error-handling.md)
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[Troubleshooting pipelines](data-factory-troubleshoot-guide.md)
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[Amazon S3 to ADLS Gen2](load-azure-data-lake-storage-gen2.md)
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[Incremental copy pattern overview](tutorial-incremental-copy-overview.md)
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[Incremental pattern with change tracking](tutorial-incremental-copy-change-tracking-feature-portal.md)
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[Incremental SQL DB single table](tutorial-incremental-copy-portal.md)
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[Incremental SQL DB multiple tables](tutorial-incremental-copy-multiple-tables-portal.md)
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[CDC copy pipeline with SQL MI](tutorial-incremental-copy-change-data-capture-feature-portal.md)
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[Bulk copy multiple tables](tutorial-bulk-copy-portal.md)
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[Copy pipeline with managed VNet](tutorial-copy-data-portal-private.md)
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## Managed virtual network
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[On-premises SQL Server from Data Factory Managed virtual network using Private Endpoint](tutorial-managed-virtual-network-on-premise-sql-server.md)
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[Copy pipeline with managed virtual network](tutorial-copy-data-portal-private.md)
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## Data flows
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[Data flow tutorial videos](data-flow-tutorials.md)
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[Dynamically set column names](data-flow-tutorials.md)
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[Code-free data transformation at scale](tutorial-data-flow.md)
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[Delta lake transformations](tutorial-data-flow-delta-lake.md)
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[Data wrangling with Power Query](wrangling-tutorial.md)
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[Data flows inside managed VNet](tutorial-data-flow-private.md)
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[Data flows inside managed virtual network](tutorial-data-flow-private.md)
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[Best practices for lake data in ADLS Gen2](tutorial-data-flow-write-to-lake.md)
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[Dynamically set column names](data-flow-tutorials.md)
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## External data services
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[Azure Databricks notebook activity](transform-data-using-databricks-notebook.md)
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[Control flow](tutorial-control-flow-portal.md)
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[Monitor pipelines with email notifications](how-to-send-email.md)
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## SSIS
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[SSIS integration runtime](tutorial-deploy-ssis-packages-azure.md)
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[Microsoft Purview](turorial-push-lineage-to-purview.md)
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## Related content
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Learn more about Data Factory [pipelines](concepts-pipelines-activities.md) and [data flows](concepts-data-flow-overview.md).

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