Adding a new column is never just a schema change. It alters data flow, queries, and sometimes the entire architecture. A single field can carry new relationships, metrics, or permissions. In relational databases, a new column touches storage, indexing, and constraints. In NoSQL systems, it shifts document structure and impacts