Adding a new column in a production database seems simple. It is not. Schema changes are one of the fastest ways to introduce latency, lock contention, or downtime. Whether it’s PostgreSQL, MySQL, or a distributed SQL system, a new column touches storage, query plans, indexes, and migrations. Done wrong,