Adding a new column seems simple, but it carries real impact on schema design, performance, and future migrations. Whether you’re working with PostgreSQL, MySQL, or a distributed SQL engine, the process changes depending on storage layout, indexing strategy, and constraints. Knowing how to add, populate, and optimize a new