This Guidance helps you improve the customer experience by using demand forecasting to estimate future customer demand. By predicting future demand and purchasing patterns, you can plan ahead for supply chain optimization and inventory management. This architecture shows the process of developing an estimate of future customer demand. Retail organizations can apply this Guidance to increase demand forecast accuracy, analyze various internal and external variables, and highlight low-code, no-code, or other advanced approaches.