Testing healthcare ETL pipelines presents a fundamental dilemma: how do you ensure your data transformations work correctly without exposing sensitive patient information? With GDPR fines reaching €20 million and patient trust at stake, we developed a synthetic data generation approach that enables comprehensive testing while maintaining complete isolation from real patient data.