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The Concurrency Trap: How An Atomic Counter Stalled A Pipeline - Conviva

On February 2nd, Conviva’s streaming analytics platform suddenly ground to a crawl but only for one customer. P99 latency spiked without clear reason, pushing our DAG engine to its limits. What started as a puzzling slowdown soon became a deep dive into concurrency pitfalls. Conviva’s platform is built to handle 5 trillion daily events, powered by a DAG (directed acyclic graph) based analytics engine. Each customer’s logic is compiled into a DAG, running concurrently on a custom actor model buil...

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