A data analyst at a hospital needs to validate a new reporting query before it goes live. Company policy forbids running untested queries against the live patient billing system, which processes thousands of transactions per hour. The analyst wants an environment that closely mirrors real data volumes and structures so the query results can be trusted, but any mistakes must not affect actual operations. Which environment should the analyst use?