Data Driven Testing for Complex Systems

How do you implement data-driven testing for complex systems with dynamic test data requirements?

Use a single, version-controlled source for all datasets (CSV, JSON, database, or API-driven). This avoids duplication and ensures every environment pulls from the same structure.