Adding a new column sounds simple. It isn’t—at least not if you care about uptime, migrations, and long-term maintainability. In most systems, a schema change touches more than the database. It ripples through APIs, services, background jobs, and analytics pipelines. Do it wrong and you drop queries, destroy