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As called out in the documentation, here, Aurora MySQL Serverless does not support binlogs.
Not much you can do here, other than pausing all writes to the source (take a downtime), and migrate entire DB in a single shot. Then switch apps to the destination endpoint.
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As per this doc [https://docs.aws.amazon.com/dms/latest/userguide/CHAP_Source.PostgreSQL.html] you can see that DMS supports Amazon Aurora PostgreSQL—Serverless V1 as a source for Full load only. But you can use Amazon Aurora PostgreSQL—Serverless V2 as a source for Full load, Full load + CDC, and CDC only tasks. Please check if the source is V1 or V2
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