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powerapps-docs/maker/data-platform/azure-synapse-incremental-updates.md

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title: "Query and analyze the incremental updates | MicrosoftDocs"
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description: "Learn how to query and analyze the incremental updates made to Microsoft Dataverse data during a user-specified time interval with Power Apps and Azure Synapse Analytics"
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ms.custom: ""
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ms.date: 02/07/2023
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ms.date: 07/29/2024
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ms.reviewer: "matp"
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ms.suite: ""
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ms.tgt_pltfrm: ""
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:::image type="content" source="media/azure-synapse-add-tables-settings.png" alt-text="Add tables settings":::
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> [!NOTE]
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> The minimum time interval is 15 minutes. That means the incremental update folder will be created every 15 minutes and contain the changes that occurred within the time interval. This setting is also configurable after the link creation via **Manage tables**
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> The minimum time interval is five minutes. That means the incremental update folder is created every five minutes and contain the changes that occurred within the time interval. This setting is also configurable after the link creation via **Manage tables**
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>
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> Ensure **Connect to your Azure Synapse workspace Azure Synapse workspace** is not checked in the first page of setup.
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powerapps-docs/maker/data-platform/azure-synapse-link-delta-lake.md

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ms.reviewer: matp
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ms.service: powerapps
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ms.topic: how-to
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ms.date: 06/18/2024
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ms.date: 07/29/2024
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ms.custom: template-how-to
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---
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# Export Dataverse data in Delta Lake format
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- Dataverse: You must have the Dataverse **system administrator** security role. Additionally, tables you want to export via Azure Synapse Link must have the **Track changes** property enabled. More information: [Advanced options](create-edit-entities-portal.md#advanced-options)
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- Azure Data Lake Storage Gen2: You must have an Azure Data Lake Storage Gen2 account and **Owner** and **Storage Blob Data Contributor** role access. Your storage account must enable **Hierarchical namespace** and **public network access** for both initial setup and delta sync. **Allow storage account key access** is required only for the initial setup.
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- Synapse workspace: You must have a Synapse workspace and **Owner** role in access control(IAM) and the **Synapse Administrator** role access within the Synapse Studio. The Synapse workspace must be in the same region as your Azure Data Lake Storage Gen2 account. The storage account must be added as a linked service within the Synapse Studio. To create a Synapse workspace, go to [Creating a Synapse workspace](/azure/synapse-analytics/get-started-create-workspace).
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- A Spark Pool in the connected Azure Synapse workspace with **Apache Spark Version 3.3** using this [recommended Spark Pool configuration](#recommended-spark-pool-configuration). For information about how to create a Spark Pool, go to [Create new Apache Spark pool](/azure/synapse-analytics/quickstart-create-apache-spark-pool-portal#create-new-apache-spark-pool).
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- An Apache Spark pool in the connected Azure Synapse workspace with **Apache Spark Version 3.3** using this [recommended Spark Pool configuration](#recommended-spark-pool-configuration). For information about how to create a Spark Pool, go to [Create new Apache Spark pool](/azure/synapse-analytics/quickstart-create-apache-spark-pool-portal#create-new-apache-spark-pool).
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- The Microsoft Dynamics 365 minimum version requirement to use this feature is 9.2.22082. More information: [Opt in to early access updates](/power-platform/admin/opt-in-early-access-updates#how-to-enableearly-access-updates)
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### Recommended Spark Pool configuration
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- Dynamically allocate executors: Enabled
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- Default number of executors: 1 to 9
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> [!IMPORTANT]
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> Use the Spark pool exclusively for Delta Lake conversation operation with Synapse Link for Dataverse. For optimal reliability and performance, avoid running other Spark jobs using the same Spark pool.
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## Connect Dataverse to Synapse workspace and export data in Delta Lake format
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1. Sign into [Power Apps](https://make.powerapps.com/?utm_source=padocs&utm_medium=linkinadoc&utm_campaign=referralsfromdoc) and select the environment you want.

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