8+ years of product management experience building ML-powered ranking, personalization, recommendation, ads, or search systems. Deep understanding of ML ranking, feature engineering, real-time scoring, user behavior modeling, and entity understanding. Experience in ads relevance, auction or bidding mechanics, targeting, or marketplace optimization is a plus. Proven ability to set strategy, prioritize roadmaps, and drive measurable outcomes. Demonstrated strength in balancing competing objectives across a two-sided marketplace. Strong technical fluency and ability to partner closely with Engineering, ML, Data Science, Analytics, Sales, and Marketing.