Adding a new column sounds simple, but in production systems it can be risky. Every database, whether PostgreSQL, MySQL, or modern cloud-native stores, has its own constraints. A careless schema change can lock tables, stall writes, or trigger unexpected code paths. That’s why the process must be deliberate, version-controlled,