Adding a new column should never be guesswork. Whether working with PostgreSQL, MySQL, or SQLite, the operation is simple, but the implications are not. Schema changes affect query performance, indexing, memory use, and deployment times. Done right, the change is seamless. Done wrong, it becomes a bottleneck or a production