Adding a new column sounds simple. It is not. Schema changes ripple through systems, APIs, and pipelines. They affect migrations, indexes, application logic, and performance under load. The wrong approach can lock up a database, cause downtime, or corrupt data. The right approach depends on table size, engine, replication, and