Adding a new column to a database should be fast, safe, and predictable. Whether the schema lives in PostgreSQL, MySQL, or a distributed SQL engine, the process must avoid downtime, data corruption, and performance spikes. A careless ALTER TABLE can lock rows, block queries, and cause cascading failures. Precision matters.