Test data preparation tools help generate, manage, and manipulate test data needed for testing. These tools support the test specification and design phase by allowing testers to create subsets of production data, generate synthetic data, or anonymize sensitive data. This ensures that appropriate test data is available when designing test cases, rather than during execution or management phases.