This BIH Translation Hub Lecture on Practical Mechanisms for Generating Anonymous Data was presented by Replica CEO, Khaled El Emam. This lecture provides an overview of risk-based methods for creating non-identifiable data, highlights some limitations, discusses SDG methods and their applications in practice.