The query ran, columns aligned, but the data you needed was missing. A new column can change everything. You add it, the schema shifts, and downstream systems react. Done wrong, it breaks pipelines. Done right, it unlocks speed, accuracy, and new capabilities.
In SQL, adding a new column seems simple.