It shifts data flow, alters queries, and can instantly reveal or hide patterns in your system. Done well, it makes your database faster, more accurate, and easier to extend. Done poorly, it triggers regressions, breaks APIs, and slows down deployments.
Adding a new column is never just schema work. It