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Update whats-new.md
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articles/data-factory/whats-new-archive.md

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Check out our [What's New video archive](https://www.youtube.com/playlist?list=PLt4mCx89QIGS1rQlNt2-7iuHHAKSomVLv) for all of our monthly updates.
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## July 2023
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### Change Data Capture
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Top-level CDC resource now supports schema evolution. [Learn more](how-to-change-data-capture-resource-with-schema-evolution.md)
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### Data flow
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Merge schema option in delta sink now supports schema evolution in Mapping Data Flows. [Learn more](format-delta.md#delta-sink-optimization-options)
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### Data movement
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- Comment Out Part of Pipeline with Deactivation. [Learn more](https://techcommunity.microsoft.com/t5/azure-data-factory-blog/comment-out-part-of-pipeline/ba-p/3868069)
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- Pipeline return value is now generally available. [Learn more](tutorial-pipeline-return-value.md)
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### Developer productivity
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Documentation search now included in the Azure Data Factory search toolbar. [Learn more](https://techcommunity.microsoft.com/t5/azure-data-factory-blog/documentation-search-now-embedded-in-azure-data-factory/ba-p/3873890)
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## June 2023
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### Continuous integration and continuous deployment

articles/data-factory/whats-new.md

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Check out our [What's New video archive](https://www.youtube.com/playlist?list=PLt4mCx89QIGS1rQlNt2-7iuHHAKSomVLv) for all of our monthly update videos.
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## April 2024
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### Data flow
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We're updating Azure Data Factory Mapping Data Flows to use Spark 3.3. [Learn more]()
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### Data movement
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Pipeline activity limit lifted to 80 activities. [Learn more](https://techcommunity.microsoft.com/t5/azure-data-factory-blog/data-factory-increases-maximum-activities-per-pipeline-to-80/ba-p/4096418)
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## March 2024
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### Data movement
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Self-hosted integration runtime now supports self-contained interactive authoring (Preview) [Learn more](create-self-hosted-integration-runtime.md?tabs=data-factory#self-contained-interactive-authoring-preview)
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## July 2023
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### Change Data Capture
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Top-level CDC resource now supports schema evolution. [Learn more](how-to-change-data-capture-resource-with-schema-evolution.md)
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### Data flow
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Merge schema option in delta sink now supports schema evolution in Mapping Data Flows. [Learn more](format-delta.md#delta-sink-optimization-options)
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### Data movement
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- Comment Out Part of Pipeline with Deactivation. [Learn more](https://techcommunity.microsoft.com/t5/azure-data-factory-blog/comment-out-part-of-pipeline/ba-p/3868069)
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- Pipeline return value is now generally available. [Learn more](tutorial-pipeline-return-value.md)
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### Developer productivity
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Documentation search now included in the Azure Data Factory search toolbar. [Learn more](https://techcommunity.microsoft.com/t5/azure-data-factory-blog/documentation-search-now-embedded-in-azure-data-factory/ba-p/3873890)
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## Related content
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- [What's new archive](whats-new-archive.md)

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