Adding a new column should be fast, safe, and predictable. But in production systems, schema changes can be dangerous. A poorly executed ALTER TABLE can lock writes, trigger downtime, or leave indexes in a broken state. The right approach depends on database, size, and load. Missteps cost time, data integrity,