How We Pushed CDC into Postgres

Although pg_lake is open source, worth noting that it heavily refers to but is missing CDC capabilities.

There's a bunch of comments/links to a closed https://github.com/snowflake-eng/sfpg-extension-pg_lake_repl...

This was basically Vertica's party trick for quite a long time to have a WOS and ROS formats for the same row and anti-caching between those two.

You could've built a similar system with dezebium and delta lake for quite some time but it would fail compactions, if you run it fast enough. I've seen Oracle GoldenGate 12c do this trick in 2014 or so, using Mysql as the cheap replica. But they are all fragile to schema updates in some direction.

The closest batteries-included equivalent to this is the Aurora -> Redshift bridge[1].

[1] - https://aws.amazon.com/rds/aurora/zero-etl/

Clickhouse really nailed this with the acquisition of peerdb. I used it with many terabyte databases and I essentially never thought about it. The only thing we really had to watch for was trying to replicate too much at once (because of the physical compute/io capacity of the postgres or clickhouse clusters).

Snowflake is a really amazing product. It's been a delight using it the last few years.