The Question
Design
Real-Time Ad Click Aggregation
Design a real-time ad click aggregation system for a large-scale advertising platform. The system should ingest billions of user click events per day, compute aggregated metrics per campaign and time window, detect fraudulent click patterns, and serve reporting dashboards with near real-time data.
Kafka
Kubernetes
February 4, 2026