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Does making it "just work" here come with any caveats vs standard PG?
Getting there! Cross-shard writes do because of 2pc. Reads are eventually consistent.
Given that they implement connection pooling and sharding, I'm going to say "not at all".

You _could_ make that ACID, but it's not going to be faster than a single machine.