Chat Application Architecture, Explained

TLDR; Wide-column stores like Cassandra handle messages while Redis holds read state, because each subsystem’s access patterns differ significantly. Presence alone generates a write on every connect, disconnect, and heartbeat, making it orders of magnitude more write-heavy than messages. End-to-end encryption prevents the server from searching, moderating, or generating push notification previews, which transport-plus-at-rest encryption