In relational systems, adding a new column is not just a schema tweak. It alters how data is stored, fetched, and indexed. The impact reaches APIs, ORM mappings, migrations, and downstream analytics. Perform it wrong, and you risk downtime, lock contention, and corrupt queries. Perform it right, and you unlock