I have built advertisement bidders and ad servers. I avoid querying the database on every request (and caches) by creating app in-memory materialized views of the database. See https://www.confluent.io/blog/leveraging-power-database-unbu... for more about this. Another cool feature of the replication protocol is that I can tell if all app servers are on the same version of the data.