Explore a cutting-edge approach to uncovering differential privacy violations in black-box systems through the use of classifiers in this 15-minute IEEE presentation. Delve into key concepts including terminology, search problem formulation, workflow processes, and theoretical guarantees. Gain insights into related work in the field and understand how DP-Sniper advances the state of the art in privacy protection for data-driven systems.