Hubert Dulay is a systems and data engineer at StarTree. A veteran engineer with over 20 years of experience in big and fast data and MLOps, Hubert has consulted for many financial institutions, healthcare organizations, and telecommunications companies, providing simple solutions that solve many data problems. He is the author of Streaming Data Mesh from O'Reilly.