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Hi Chinchu,
The Change Data source activity should only be leveraged when pulling data from an external database connection. That said, your data types still need to match in order for them to be reconciled.
Activity documentation:
If you are still having issues utilizing the activity, I would suggest opening a ticket with Campaign Support to review the error.
Regards,
Craig