Adding a new column sounds simple, but the stakes are real. Whether you are working in PostgreSQL, MySQL, or a cloud warehouse, schema changes touch every layer of your system. They alter queries, indexes, storage layouts, and application code. Done wrong, a single ALTER TABLE can lock production for minutes—