Creating a new column should be simple, but in production systems it’s never just a schema change. It’s downtime risk, data migration complexity, and performance trade-offs. Whether you work with PostgreSQL, MySQL, or a distributed engine, the steps are the same at their core: define, deploy, backfill, and