Purpose In the competitive e-commerce environment, self-operated firms independently manage procurement, logistics and sales, yet often experience inefficiencies due to weak coordination, forecast errors and supply chain disruptions. This study investigates the multi-period, multi-product inventory routing problem with procurement decisions under quantity discounts (MMIRP-QD), aiming to jointly optimize procurement, transportation and warehousing decisions to improve replenishment efficiency, op