Idk what the state of the art is, but I’ve used change data capture with Debezium and Kafka, sink’d into Snowflake. Not sure Kafka is the right tool as you don’t need persistence, and having replication slots makes a lot of operations (eg DB engine upgrade) a lot harder though.