7+ years of product management experience. At least 4+ years working on personalization, search, recommendations, ML/AI products. Strong analytical and technical intuition. Proven ability to drive complex products from concept to launch. Experience with A/B testing platforms and data-driven decision making. Strong user experience instincts and collaboration with design. Excellent communication skills.