Use Azure Data Factory (ADF):

• Configure a pipeline in ADF to copy data from Synapse SQL to Azure Data Lake. Set up an ADF Copy Activity to handle this data transfer.

• Source Dataset: Azure Synapse SQL table.

• Sink Dataset: Azure Data Lake Storage or Azure Blob Storage.

• Data Movement Activity: Use the Copy Data activity in ADF.

Load Data into Databricks

1. Create Delta Tables in Databricks:

   • Use Delta Lake for storing and managing data in Databricks. Delta Lake provides ACID transactions and supports efficient queries.

2. Automate Data Ingestion:

   • Set up Databricks jobs or Delta Live Tables to automate the ingestion of data from Azure Data Lake into Delta tables.

3. Update Data Pipeline

   1. Adjust ADF Pipelines:

      • Update your Azure Data Factory pipelines to load new data directly into Databricks instead of Synapse.

      • Source Dataset: Azure Data Lake Storage.

      • Sink Dataset: Databricks Delta table.