Adding a new column should be fast, precise, and safe. In modern systems, schema changes can block queries, trigger downtime, or corrupt data if not handled correctly. The process must be atomic, tested, and reversible.
In SQL, the common step is:
ALTER TABLE users ADD COLUMN last_login TIMESTAMP;
This