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As I understand that the issue you encountered with the Azure Data Factory lookup activity may be related to the isolation level set to "read committed." When using this isolation level, transactions may not see uncommitted changes made by other transactions, which could lead to situations where the stored procedure appears to execute successfully but does not commit the changes to the database due to locks or other transaction-related issues.
To prevent this from happening in the future, consider the following approaches:
Use Stored Procedure Activity - The most recommended approach is to migrate from using Lookup activities to the dedicated Stored Procedure activity in ADF. This activity is designed specifically for executing stored procedures and provides better control over transaction management and error handling.
Error Handling - Implement robust error handling and logging in your ADF pipelines to capture any anomalies during execution. This can help identify if there are specific conditions leading to the failure to commit.
Implement Retry Logic - Add retry logic in your ADF pipelines. If a stored procedure fails to commit due to blocking, you can retry the execution after a short delay. This can help mitigate transient issues.
Use Snapshot Isolation - If your database supports it, consider using snapshot isolation. This allows transactions to read a consistent snapshot of the data without being blocked by other transactions, reducing the likelihood of blocking issues.
Database Monitoring - Monitor your database for locks and long-running transactions that might interfere with the execution of your stored procedures. Tools like SQL Server Profiler or Azure SQL Analytics can provide insights into transaction behavior.
For further details, please consult the following Microsoft documentation, which may provide valuable insights:
- Transform data by using the SQL Server Stored Procedure activity in Azure Data Factory or Synapse Analytics
- Lookup activity in Azure Data Factory and Azure Synapse Analytics
If the issue persists after switching to the Stored Procedure activity and implementing monitoring, please provide the database logs from the affected time period. We will assist you further.
I hope this information helps. Please do let us know if you have any further queries.
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Thank you.