How Github Rebuilt Their Push Processing System

GitHub rebuilt their push processing system from a monolithic, tightly coupled architecture to a more decoupled architecture using Apache Kafka. The new system improves scalability, fault isolation, and reduces latency. The old system, based on a single large job, faced issues like difficulty with retries, broad impact of failures, and slow processing times. The new system processes independent jobs separately, resulting in higher reliability and smaller failure impact.