In relational databases, adding a new column is a common but pivotal operation. It modifies the table schema, expands data possibilities, and often triggers downstream effects in queries, indexes, and storage. Whether in PostgreSQL, MySQL, or SQLite, a new column must be planned with precision to avoid performance regressions or