Partner cross functionally to define final attributes, comparison criteria, exclusions, confidence thresholds and similarity levels by category and use case, develop matching approach that meets enterprise needs, establish quality control measures, validation methodologies, and ongoing governance and maintenance controls. The Manager will collaborate with Merchandising leadership and Merchants, Pricing Business Partner and Strategy teams, Category Management, Digital, Marketplace, and Product, to define matching and/or crawling requirements and translate business needs into scalable matching capabilities.