Build strong relationships and feedback loops across Product, Engineering, Design, Analytics, Operations, Machine Learning, Sales, Ads, Search, Legal, Brand, and Support - communicating transparently to drive clarity, commitment, and shared ownership of attribute quality. Use data and customer insights to run experiments, understand root causes, and design solutions that balance speed and accuracy across the attribute lifecycle - defining KPIs, interpreting results, and making sound tradeoffs between precision and recall.