Adding a new column changes how your system thinks, stores, and moves information. In relational databases like PostgreSQL or MySQL, altering a schema with ALTER TABLE ADD COLUMN is straightforward, but it impacts indexing, constraints, and downstream queries. In NoSQL systems, adding a field can be instant, but the trade-offs