It shifts how data flows, how queries perform, and how teams manage evolving schemas. Done right, it unlocks speed, clarity, and growth. Done wrong, it drags systems into chaos.
Adding a new column is never just a schema change. It’s a decision with weight across storage, indexing, constraints, and