Adding a new column should be simple. In reality, growth makes schemas heavy, dependencies tight, and downtime expensive. A new column is not just an ALTER TABLE—it’s a decision that touches code, data integrity, indexing strategy, and future migrations. Done wrong, it can lock tables, stall writes, and