Adding a new column to a database table sounds trivial. It is not. The implications touch storage, indexing, data integrity, and query performance. In production, a careless ALTER TABLE ADD COLUMN can lock writes, block reads, and stall deployments. The size of your dataset, the engine’s behavior, and the