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Here is a knowledge center article that explains how to perform this migration:
https://repost.aws/knowledge-center/aurora-migrate-provisioned-serverless
On the other hand, if you wanted to perform a migration with close to 0 downtime, you should use AWS DMS. Create a source and a destination in dms then start the replication task, which copies the existing and new data with CDC (change data capture). Then make your application point to your new database and done
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The knowledge center article is outdated as per the comment at the end. The steps I gathered were