Adding a new column sounds simple. In practice, it can bring risk to data integrity, performance, and workflow. Schema changes touch every layer of the system — database engines, ORM models, API contracts, caching, and analytics pipelines. Without a clear plan, a single migration can trigger cascading failures.
Start with visibility.