Adding a new column is one of the most common schema changes in modern databases. Done well, it can transform a data model. Done poorly, it can fracture performance and break production. Whether you’re using PostgreSQL, MySQL, or cloud-native databases, the operation touches every layer—storage, indexes, queries, and