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Please check this blog https://aws.amazon.com/blogs/database/understand-and-optimize-replication-for-amazon-redshift-with-aws-dms/ https://docs.aws.amazon.com/dms/latest/userguide/CHAP_Task.CDC.html you are correct on restarting DMS task for blue-green deployment isn't ideal thing to do. Leverage DMS CDC feature. This allows DMS to pick up from where it left off on the new instance.
one way i could think of is making sure for the tables involved in the task stop making any dml or ddl changes ( stop the application and make app user with readonly access)
upgrade the cluster or even build a new encrypted cluster and setup a cdc only task without cdc start time or cdc start position.
once the task is running you can enable app user with write access so that we dont lose any changes.
Please note this needs planning and testing may be a dry run using lower environment dev/test so as to minimize downtime
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This, this looks like it is exactly what I am looking for.