This session will explore cutting-edge approaches to responsibly sharing personal data for AI development. Topics include federated learning, synthetic data generation, and Privacy Enhancing Technologies (PETs), focusing on how these methods support data privacy, facilitate cross-border collaboration, and help meet regulatory requirements in healthcare research, and other sensitive sectors. The session will include practical insights from the specialists in PET domain, based on their experiences in EU funded projects – Trumpet and Flute.