For Postgres, we have our own custom snapshotter that is capable of doing parallel snapshots against your read replica and not incur WAL growth. More details here: https://news.ycombinator.com/item?id=36855338
For MySQL and MongoDB, we rely on Debezium to perform the initial snapshots.
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