Adding a new column sounds simple, but in production systems it can break queries, stall deployments, or bring down services. Schema changes are never just syntax. They are load, locks, migrations, and long-running operations. At scale, even a single ALTER TABLE ADD COLUMN can block writes, spike CPU, or cause