Suggestions appear as you type. Use the up and down arrows to choose one and Enter to open it.

This page's audience our own tag's counts — open to see them
–Visits
–Page views
–Clicks to vendors
–Time on page
–Reading now
Clicks to vendors, by tool
  • –
Top countries
  • –
Devices
  • –

– · visits, page views and clicks counted by our own tag, which counts more than our checked analytics; every figure rounded down · how we count

Kueue

Free#12 of 21 in GPU Cluster Management Software

Kueue: A free, open-source scheduler for Kubernetes batch queues, quotas, and multi-cluster workloads. Ranked #12 of 21 in GPU Cluster Management Software by our editors (8.0/10); pricing: Free plan; best for kubernetes batch queues with multi-tenant quotas.

8.0/10Editor score
Visit Kueue
Kueue8.0 Visit Kueue

At a glance

  • Editor score
    8.0 / 10
  • Pricing
    Free plan
  • Best for
    Kubernetes batch queues with multi-tenant quotas
  • Free plan
    Yes
  • Paid from
    Free
  • Deployment model
    Self_hosted
  • Facts checked
    22 Sep 2026
Kueue screenshot

  • Where it wins

    • Fair sharing, lending, borrowing, and preemption controls
    • GPU accounting, topology awareness, and Prometheus visibility
    • Supports Kubernetes, Kubeflow, Ray, and multi-cluster workloads

  • Where it doesn't

    • Requires installation in a user-managed Kubernetes cluster
    • Focused on batch, HPC, and AI/ML workload scheduling
    • Does not replace Kubernetes core scheduling components

Our verdict on Kueue

Kueue is a Kubernetes-native job queueing system for batch, HPC, and AI/ML workloads. It is designed for teams running shared compute environments that need admission control, queue priorities, multi-tenant quotas, and resource sharing. Kueue works with Kubernetes Jobs, JobSets, Kubeflow training workloads, Ray workloads, Pods, Deployments, and other Kubernetes integrations. It is open source under the Apache License 2.0 and is installed into an existing, self-managed Kubernetes cluster.

Its strongest fit is workload governance across shared GPU and compute capacity. Kueue supports priority-based queueing with FIFO strategies, fair sharing, cohorts, lending, borrowing limits, preemption, and partial admission. Topology-aware scheduling and GPU and DRA quota accounting add controls for hardware-aware allocation. Prometheus metrics and pending-workload visibility help operators track queued work. MultiKueue extends the model to multi-cluster workload dispatching, while integrations cover Kubernetes Jobs, JobSet, Kubeflow Trainer, KubeRay RayJob, KubeRay RayCluster, AppWrapper, Pods, Pod Groups, Deployments, StatefulSets, and LeaderWorkerSet.

Kueue suits platform teams that want Kubernetes-native batch queueing without replacing Kubernetes core scheduling components. Its free, open-source model is a practical fit for organizations prepared to operate the software within their own Kubernetes clusters. The trade-off is scope: Kueue is centered on batch, HPC, and AI/ML workload admission and quota management rather than general-purpose cluster scheduling. Choose it when multi-tenant quotas, fair sharing, GPU accounting, or multi-cluster dispatch are priorities; consider an alternative when you need a managed service or scheduling centered on non-batch workloads.

Your product? Our editors can test Kueue in depth and publish a review, labelled as paid · from $149/mo →

Kueue pricing

Plans Free planFree Free to use — no paid tier required for the core job.
See plans on kueue.sigs.k8s.io

Kueue fact sheet

Free planYes
Paid fromFree
Deployment modelSelf_hosted
Workload schedulingBatch
Kubernetes supportYes
Quota controlsYes
GPU utilization metricsYes
Cloud GPU supportYes
DeploymentSelf-hosted
SupportCommunity, Docs
Built forSmall business, Mid-market, Enterprise (editorial estimate)
Integrations13 integrations: Kubernetes Jobs, JobSet, Kubeflow Trainer, Kubeflow training jobs, KubeRay RayJob, KubeRay RayCluster …
PricingFree plan
Websitekueue.sigs.k8s.io
Facts checked22 Sep 2026

Kueue integrations

Kueue lists 13 integrations on its own site.

  • Kubernetes Jobs
  • JobSet
  • Kubeflow Trainer
  • Kubeflow training jobs
  • KubeRay RayJob
  • KubeRay RayCluster
  • AppWrapper
  • Pods
  • Pod Groups
  • Deployments
  • StatefulSets
  • LeaderWorkerSet
  • Prometheus

Alternatives to Kueue

See all Kueue alternatives →

Used Kueue? Be the first to review it

The editor score above is our own research. What this page doesn't have yet is a reader's view — what you used Kueue for, what worked and what didn't. No stars are seeded and no review is paid for; an editor reads every one before it appears.

Write a reviewTwo minutes · verified accounts only · read by an editor before it appears

Reviews come only from verified accounts. Sign in or create an account first — your e-mail is never shown.

Your rating

0 characters · at least 80, up to 3,000

Posted from your verified account. Reviews appear after an editor reads them, usually within two working days.

Featured on iTechGuides

Featured on iTechGuides — Kueue 8.0/10

Kueue is listed in our GPU Cluster Management Software directory. Add the badge to your site — it links back to this page.

<a href="https://www.itechguides.com/products/kueue/"><img src="https://www.itechguides.com/best/badge/kueue.svg" alt="Featured on iTechGuides" width="230" height="46"></a>

Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026

Advertiser disclosure: iTechGuides is reader-supported. Vendors can pay for top positions in our rankings and for a place on other products' pages, and we may earn a commission when you click some links. Bought places stand at the number bought; this page and our disclosure say so. Paying vendors may get a fuller, more detailed review from our editors, and that review can change their score. How we rank.

Last updated · How we research and update