Adding a new column should be fast, safe, and predictable. In production systems, it must not block writes, corrupt data, or break downstream consumers. Whether you’re working with PostgreSQL, MySQL, or a distributed data store, the same principles apply: plan, execute, and verify.
In most relational databases, the ALTER