Adding a new column sounds simple, but in production systems it can impact performance, reliability, and release timelines. Schema changes touch core data structures, and every choice about defaults, nullability, and indexing can cause downstream effects. Done well, a new column extends capability without breaking existing queries. Done poorly, it