A new column changes the shape of your data. It adds capability, structure, and meaning. Done right, it improves queries, optimizes lookups, and enables features that were impossible before. Done wrong, it breaks pipelines, corrupts transactions, and slows systems to a crawl.
When you define a new column, choose its