Netflix Simplified Batch Compute with Kueue

Netflix runs massive batch compute jobs (e.g., video encoding, data processing) on Kubernetes. For years they used a custom-built internal scheduler called Titus. Kueue is an open-source Kubernetes job scheduler originally from Google; Netflix has now adopted it alongside their existing GPU infrastructure. This shift lets them handle diverse batch workloads with a single, community-standard tool instead of maintaining their own. The article discusses how they adapted Kueue to work with their GPU fleets and high-throughput encoding pipelines — a concrete example of a broader industry move away from bespoke internal systems toward shared open-source projects in the cloud-native ecosystem.