Adding a new column seems simple, but the wrong approach can lock tables, slow queries, or trigger downtime. The right method depends on scale, database engine, and schema design. In PostgreSQL, ALTER TABLE ADD COLUMN is straightforward for small datasets. For large, high-traffic tables, you need a migration strategy that