
Hemang Upadhyay is a Strategic Product Leader with more than 16 years of experience across enterprise AI strategy, digital commerce, product data governance, customer experience, and scalable platform transformation. His writing focuses on the operating controls and data practices that help organizations move AI from promising demonstrations into reliable business workflows. He contributes to CDO Magazine in his personal capacity.