Adding a new column in a database is simple in theory. In practice, it affects data integrity, application code, queries, indexes, and deployments. A single misstep—wrong type, bad default, nullable when it shouldn’t be—can cause production lag, failed writes, or broken reports. Speed matters, but correctness matters