Building a Fail-Safe, Scalable Top-K Streaming System

Goal: Compute the most-watched videos across multiple time windows (10 min, daily, monthly, lifetime), serve results in real time, and survive component failures with zero data loss. Scale: 7 billion events per day.

Here's the full architecture, from ingestion to serving, with failure scenarios and the math behind every decision.