Comment by lighthouse1212

The 'single primary with read replicas' pattern scaling to 800M users is the real insight here. Most startups reach for sharding or distributed databases way too early, adding complexity for scale they don't have. If OpenAI can serve hundreds of millions from one Postgres primary by offloading reads and pushing new write-heavy features elsewhere, that's a strong argument for simplicity.