A new column sounds simple. In practice, it touches storage, schema migrations, ORM definitions, API contracts, and production traffic. Done wrong, it locks tables, causes index rebuilds, or cascades failures in dependent services. Done right, it ships fast, keeps uptime at 100%, and scales with the next billion rows.
Adding