Adding a new column changes the shape of your data and the way your system thinks. It’s not a minor action. Whether you use SQL, NoSQL, or cloud-native databases, the impact touches queries, indexes, migrations, and performance. The decision must account for schema evolution, backward compatibility, and deployment speed.