Adding a new column should be precise, immediate, and safe. Whether you work in SQL, Postgres, MySQL, or a modern data warehouse, the operation is simple in theory: alter the table, define the column type, set defaults if needed. In practice, the stakes rise with scale. Billions of rows, concurrent