A single schema change can cascade through code, migrations, indexes, and deployments. Done right, it’s invisible. Done wrong, it delays releases, corrupts data, and kills uptime. Adding a new column is not just altering a table. It’s planning for type safety, nullability, defaults, indexing, replication, and deployment order.