It looks like you're experiencing an issue with your Azure Data Factory (ADF) pipeline, specifically when copying data from Amazon Redshift to Azure Data Lake Storage (ADLS) Gen2. The error indicates that the query is being canceled, which can sometimes happen due to timeouts or execution limits.
To troubleshoot this issue:
Check Query Timeout Settings: It’s possible that the query you're attempting to execute is hitting a timeout limit. Make sure to review the query settings in Redshift and consider increasing the timeout if necessary.
Monitor Resource Utilization: Since you've mentioned that you're using a Self-hosted Integration Runtime (SHIR) with limited memory, ensure that there are sufficient resources available. Monitor the memory and CPU usage during the execution of your pipeline.
Log Redshift Execution: Try to log the executed query in Redshift to see if it provides any additional insights into why it might be canceling. If the query takes too long to execute, you might need to optimize it.
Sequential Processing: You mentioned you're running a sequential activity due to memory constraints. Ensure that the previous iterations are indeed completing successfully before the next one starts. This might help in establishing some pace and avoiding memory overload.
Debugging: If running individual copy activities works without a hitch, try isolating the last iteration to see if specific data in that table is causing issues. You could perform a simpler query or a sample operation just to confirm if it’s related to the data itself.
If these steps don't resolve the issue, here are some follow-up questions that may help narrow it down:
- What is the size of the data you are attempting to copy in the last iteration?
- Are there any specific queries or parameters you are using in this particular copy activity that differ from the others?
- What timeout settings are currently configured in your Redshift instance?
- Have you looked at Redshift logs to check for any other errors or clues related to the canceled query?
- Are there any network latency issues that might affect the integration between SHIR and Redshift?