A single DB server is a SPOF. You normally need a hot standby if you care about availability. You can also replicate transactions to read-only copies to alleviate the read load.

What most companies can do well with is a single master DB which handles updates.

(Some companies can't, though; e.g. GrubHub switched to Cassandra because no monolithic RDBMS could handle the write load.)