Predictive analytics and demand forecasting allow e-commerce businesses to anticipate future trends and consumer behaviors, helping them make data-informed decisions regarding inventory replenishment, pricing, promotions, and shipping methods. By accurately estimating demand, companies can avoid understocking or overstocking, minimize storage costs, and ensure timely product availability, all contributing to increased shipping efficiency.