Adding a new column seems simple, but it has real consequences for performance, schema stability, and downstream systems. Whether working with PostgreSQL, MySQL, or a distributed data warehouse, schema changes must be deliberate. A poorly planned ALTER TABLE can lock rows, stall replication, or force full table rewrites. The right