Over 9 years of experience in designing scalable backend systems, leading high-impact security and fraud prevention initiatives, and optimizing infrastructure at companies including Meta, DoorDash, Google, and Internet Brands. Known for driving anti-abuse enforcement, ML classification systems, and compliance-oriented architecture at scale. Proven track record in cross-functional leadership and delivering multi-million dollar platform efficiencies.