Kueue

Kueue is ranked #10 of 21 in GPU cluster management software on Freedom251. It runs on API, Self-hosted. There is a free plan.

Kueue plans and pricing

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Kueue Free Open-source Kubernetes project kueue.sigs.k8s.io · 3 Oct 2026

Compared on GPU cluster management software

Free plan: Yes
Deployment model: self_hosted
Workload scheduling: batch
Kubernetes support: Yes
Quota controls: Yes
GPU utilization metrics: Yes
Cloud GPU support: Yes

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6.4

Kueue

What it does: Kueue manages quotas and job resource consumption, deciding when jobs wait, start, or are preempted.
Where it runs: Kueue can be installed on a vanilla Kubernetes cluster and does not replace existing Kubernetes components.
Queueing and resource management: Features include priority-based job queueing, resource flavor fungibility, fair sharing, cohorts, and preemption policies.
Workload integrations: Built-in integrations include Kubernetes Batch Jobs, Kubeflow training jobs, Ray jobs and clusters, JobSet, AppWrapper, plain Pods, and Pod groups.
Multi-cluster: MultiKueue can search for capacity and dispatch jobs across clusters.
Topology-aware scheduling: Kueue can schedule with data center topology in mind to optimize pod-to-pod communication throughput.
Monitoring: Kueue provides Prometheus metrics and an on-demand visibility endpoint for pending workloads.
Installation requirement: The installation guide recommends Kubernetes 1.34 or newer and says only those versions are officially supported and tested.
Installation methods: The documentation provides installation instructions using kubectl, Helm, or a source build.
Community support: The project homepage describes Kueue as an open, community-driven CNCF project and links to Slack, GitHub, and a mailing list.
Purpose: Kueue manages quotas and job resource consumption in Kubernetes, deciding when jobs wait, start, or are preempted.
Cluster fit: Kueue installs on a vanilla Kubernetes cluster and does not replace existing Kubernetes components.
Quota sharing: Kueue supports tenant quotas and fair sharing, including shared resource pools and quota borrowing between teams.
Workload support: Built-in integrations include Kubernetes Jobs, Kubeflow training jobs, Ray jobs and clusters, JobSet, AppWrapper, Pods, Deployments, StatefulSets, and LeaderWorkerSet.
Price from: Free

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Where it ranks on Freedom251

Best GPU Cluster Management Software in 2026#10 of 21

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Sources

kueue.sigs.k8s.io/docs/overview/· checked 2 Oct 2026
kueue.sigs.k8s.io/docs/getting-started/installation/· checked 2 Oct 2026
kueue.sigs.k8s.io· checked 2 Oct 2026
kueue.sigs.k8s.io/docs/tasks/manage/rbac/· checked 3 Oct 2026