A new column in a database may seem small, but it changes the shape of your data forever. It impacts reads, writes, indexes, and downstream consumers. Whether the database is PostgreSQL, MySQL, or a modern cloud-native store, the steps are similar, but the trade-offs differ based on engine, scale, and