Lead and manage data engineering teams to deliver enterprise-grade, AI-ready data products, semantic layers, and data marts. Design scalable pipelines and architectures for ecommerce analytics and machine learning, enforce data governance and contracts, ensure platform reliability and observability, and partner with cross-functional stakeholders to enable feature stores, model-ready datasets, personalization, and downstream AI applications.