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
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