Best GPU Cluster Management Software in 2026
Updated
In short: Backend.AI is ranked #1 of 21 as of 4 October 2026, ahead of dstack and ClearML. The best-ranked option with a free plan is dstack. The lowest first paid tier on this page is ClearML at $15/mo.
Managing shared GPU resources means weighing how workloads are assigned and how capacity is controlled. Compare workload scheduling and quota controls with GPU utilization metrics, then check cloud GPU support, Kubernetes support and deployment model for fit with your environment. Free-plan availability and paid-from pricing add cost considerations. The ranking begins with Backend.AI and dstack, with ClearML and GPUStack next among the early entries. HTCondor, NVIDIA ShadowPlay, Koordinator and Kueue also appear near the start. The listed criteria offer a way to compare resource controls, infrastructure support and deployment options for the cluster setup you have in mind.
21 GPU cluster management software ranked on what their makers publish — plans and prices, free tiers, platforms and the facts on their own pages.
#1 Backend.AI Top pick · 7.8 Free plan · Free
#2 dstack Runner-up · 7.5 Free plan · Free
#3 ClearML Also great · 7.3 Free plan · $15/mo
- Free planFree trial apiLinuxself-hostedWeb
- Free plan
- Yes
- Deployment model
- hybrid
- Workload scheduling
- both
- Kubernetes support
- Yes
- Quota controls
- Yes
RecognisedDocumentedFree planFree trialPlatforms - Free plan apiLinuxmacOSself-hostedWebWindows
- Free plan
- Yes
- Deployment model
- hybrid
- Workload scheduling
- both
- Kubernetes support
- Yes
- Quota controls
- No
RecognisedDocumentedFree planFree trialPlatforms - Free plan apiLinuxmacOSself-hostedWebWindows
- Free plan
- Yes
RecognisedDocumentedFree planFree trialPlatforms$15/mofirst paid tier About ClearMLVisit site - Free plan apiLinuxmacOSself-hostedWebWindows
- Free plan
- Yes
- Deployment model
- hybrid
- Workload scheduling
- interactive
- Kubernetes support
- Yes
- Quota controls
- Yes
RecognisedDocumentedFree planFree trialPlatforms - Free plan Windows
- Free plan
- No
- Deployment model
- hybrid
- Workload scheduling
- both
- Kubernetes support
- Yes
- Quota controls
- Yes
RecognisedDocumentedFree planFree trialPlatforms - Free plan apiself-hosted
- Free plan
- Yes
- Deployment model
- self_hosted
- Workload scheduling
- batch
- Kubernetes support
- Yes
- Quota controls
- Yes
RecognisedDocumentedFree planFree trialPlatforms - Free plan apiLinuxmacOSself-hosted
- Free plan
- Yes
RecognisedDocumentedFree planFree trialPlatforms - Free plan Linuxself-hosted
- Free plan
- Yes
- Deployment model
- self_hosted
- Workload scheduling
- both
- Kubernetes support
- Yes
- Quota controls
- Yes
RecognisedDocumentedFree planFree trialPlatformsFree About HAMiVisit site - LinuxWeb
- Free plan
- No
RecognisedDocumentedFree planFree trialPlatforms - Free plan apiLinuxself-hosted
- Free plan
- Yes
RecognisedDocumentedFree planFree trialPlatforms - apiLinuxmacOSself-hostedWebWindows
- Free plan
- Yes
- Deployment model
- self_hosted
- Workload scheduling
- both
- Kubernetes support
- Yes
- Quota controls
- Yes
RecognisedDocumentedFree planFree trialPlatforms - apiLinuxself-hosted
- Free plan
- Yes
- Deployment model
- self_hosted
- Workload scheduling
- both
- Kubernetes support
- Yes
- Quota controls
- Yes
RecognisedDocumentedFree planFree trialPlatforms - Linuxself-hostedWeb
- Free plan
- No
- Deployment model
- self_hosted
- Workload scheduling
- both
- Kubernetes support
- Yes
- Quota controls
- Yes
RecognisedDocumentedFree planFree trialPlatforms - Web
- Deployment model
- self_hosted
- Workload scheduling
- batch
- Kubernetes support
- Yes
- Quota controls
- Yes
RecognisedDocumentedFree planFree trialPlatforms - LinuxWeb
- Free plan
- No
- Deployment model
- hybrid
- Workload scheduling
- both
- Kubernetes support
- Yes
- Quota controls
- Yes
RecognisedDocumentedFree planFree trialPlatforms - Web
- Deployment model
- hybrid
- Workload scheduling
- both
- Kubernetes support
- Yes
- Quota controls
- Yes
RecognisedDocumentedFree planFree trialPlatforms - Linux
- Free plan
- Yes
- Deployment model
- self_hosted
- Workload scheduling
- both
- Quota controls
- Yes
RecognisedDocumentedFree planFree trialPlatforms -
- Deployment model
- self_hosted
- Workload scheduling
- both
- Kubernetes support
- Yes
- Quota controls
- Yes
RecognisedDocumentedFree planFree trialPlatforms - Linux
- Deployment model
- self_hosted
- Workload scheduling
- both
- Quota controls
- Yes
RecognisedDocumentedFree planFree trialPlatforms -
- Deployment model
- self_hosted
- Workload scheduling
- batch
- Kubernetes support
- Yes
RecognisedDocumentedFree planFree trialPlatforms -
- Free plan
- Yes
- Deployment model
- self_hosted
- Workload scheduling
- both
- Kubernetes support
- Yes
- Quota controls
- Yes
RecognisedDocumentedFree planFree trialPlatforms
Is your platform on this list?
Numbered spots on this list can be sponsored. They are labelled, and the editorial order and scores never change for payment.
Questions about this list
Which GPU cluster management software is ranked first on The Geeks Club?
Backend.AI is ranked #1 of 21 with a score of 7.8. dstack is second and ClearML third.
How many of these have a free plan?
9 of the 21 on this page publish a free plan on their own pricing pages.
Which is the cheapest paid option?
On this page, ClearML has the lowest first paid tier we found: $15/mo.
How is this list ranked?
Ranked on how quickly a newcomer can get going: documentation depth, a free tier or trial, and the platforms it runs on. Paid placements never change a rank.