Nextdoor’s Database Evolution: A Scaling Ladder

Nextdoor's engineering blog details the evolution of their database architecture as the hyper-local social network scaled to millions of users globally. The team progressed through stages: single PostgreSQL instance → connection pooler (PgBouncer) → primary-replica architecture with dynamic routing → caching layer (Valkey). The progression demonstrates how each performance optimization introduces new data consistency challenges in distributed systems.