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This report presents statistical data about the retail supply chain. A first chapter covers the main issues related to inventory management and how retailers' operations changed in that regard due to the pandemic. Subsequently, the report focuses on order delivery and returns in e-commerce, including preferences of U.S. consumers when it comes to last-mile delivery. A final chapter presents an outlook on expected trends in the industry, as reported by businesses operating in the retail supply chain.