Design a Demand Forecasting System

Design an ML system that forecasts product demand for inventory planning at an e-commerce company. The system must handle thousands of SKUs with different seasonality patterns, incorporate external signals (holidays, promotions, weather), and produce forecasts at multiple time horizons (daily, weekly, monthly). Consider hierarchical forecasting, cold-start for new products, and how forecast errors translate to business cost.