Use when requests involve flaky test data, shared fixtures, factories, realistic test datasets, seed strategy, or keeping tests deterministic without sacrificing coverage of meaningful scenarios. Design and manage test data for automated test suites: factories, fixtures, seeds, cleanup strategy, isolation, anonymization, and lifecycle management across unit, integration, and end-to-end tests.
