Creating a new column is simple in concept, but impactful in design. Whether you work with PostgreSQL, MySQL, or a distributed store like BigQuery, each new column alters schema, indexes, and in many cases, application logic. Schema changes affect reads, writes, caching, and downstream pipelines. Poorly planned additions can trigger