Adding a new column seems trivial, but it can create downtime, lock tables, and break downstream systems if handled poorly. At scale, schema changes demand precision. A new column in PostgreSQL, MySQL, or any relational database can alter performance, storage, and replication behavior. In production, even an ALTER TABLE ADD