Adding a new column should be fast, safe, and predictable. Whether you work with PostgreSQL, MySQL, or a modern cloud warehouse, the principle is the same: define the column, set the type, apply defaults, and migrate without breaking existing queries. Downtime is expensive. Schema changes in production can block writes