Adding a new column can be trivial or disastrous, depending on how you approach it. Done right, it expands capability without breaking existing systems. Done wrong, it stalls releases, corrupts data, and triggers cascading failures downstream. The difference comes down to schema changes that respect performance, migration safety, and backward