ETA Prediction System

Let me walk you through how I'd design an ETA (Estimated Time of Arrival) prediction system at production scale. I'll go stage by stage – business and ML objectives, high-level design, data and feature strategy, embeddings, pipeline architecture including modeling and training details, infrastructure, evaluation, and robustness. Accurate ETA prediction is critical for ride-sharing platforms, affecting user trust, driver efficiency, and marketplace dynamics.