Design an ETA Prediction System

Design an ML system that predicts estimated time of arrival for rides or deliveries. The system must account for real-time traffic, weather, driver behavior, and restaurant preparation times. Consider spatial-temporal features, how to handle uncertainty (providing confidence intervals), and how predictions affect downstream dispatch decisions.