Loft vs. dstack Comparison


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About Most Kubernetes platforms let you spin up and manage Kubernetes clusters. Loft doesn't. Loft is an advanced control plane that runs on top of your existing Kubernetes clusters to add multi-tenancy and self-service capabilities to these clusters to get the full value out of Kubernetes beyond cluster management. Loft provides a powerful UI and CLI but under the hood, it is 100% Kubernetes, so you can control everything via kubectl and the Kubernetes API, which guarantees great integration with existing cloud-native tooling. Building open-source software is part of our DNA. Loft Labs is CNCF and Linux Foundation member. Loft allows companies to empower their employees to spin up low-cost, low-overhead Kubernetes environments for a variety of use cases.	About dstack is an orchestration layer designed for modern ML teams, providing a unified control plane for development, training, and inference on GPUs across cloud, Kubernetes, or on-prem environments. By simplifying cluster management and workload scheduling, it eliminates the complexity of Helm charts and Kubernetes operators. The platform supports both cloud-native and on-prem clusters, with quick connections via Kubernetes or SSH fleets. Developers can spin up containerized environments that link directly to their IDEs, streamlining the machine learning workflow from prototyping to deployment. dstack also enables seamless scaling from single-node experiments to distributed training while optimizing GPU usage and costs. With secure, auto-scaling endpoints compatible with OpenAI standards, it empowers teams to deploy models quickly and reliably.
Platforms Supported Windows Supported Mac Supported Linux Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience DevOps teams	Audience Machine learning teams and enterprises seeking a unified, cost-efficient orchestration layer to manage GPU-based development, training, and inference across cloud, Kubernetes, and on-prem environments
Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported
API Offers API Supported	API Offers API Not Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing $25 per user per month $20 per user per month if billed annually Free Version Supported Free Trial Not Supported	Pricing No information available. Free Version Not Supported Free Trial Not Supported
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software

Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported	Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported
Company Information Loft Labs Founded: 2019 United States loft.sh/	Company Information dstack Founded: 2022 Germany dstack.ai/
Alternatives Telepresence Ambassador Labs	Alternatives KubeGrid
Gefyra Blueshoe	Kubermatic Kubernetes Platform Kubermatic
Azure Kubernetes Fleet Manager Microsoft	JFrog Artifactory JFrog
Amazon EKS Anywhere Amazon	Project Calico
Spectro Cloud Palette Spectro Cloud View All	k0rdent Mirantis View All
Categories Cluster Management Supported Container Management Supported	Categories AI Control Planes Supported AI Development Supported

Integrations Google Cloud Platform Supported Microsoft Azure Supported Alibaba Cloud Supported Amazon EKS Supported Amazon Web Services (AWS) Not Supported Argo CD Supported Azure Kubernetes Service (AKS) Supported Container Service for Kubernetes (ACK) Supported DigitalOcean Supported Google Kubernetes Engine (GKE) Supported Helm Supported Kubernetes Supported Python Not Supported Rancher Supported Terraform Supported Show More Integrations View All 13 Integrations	Integrations Google Cloud Platform Supported Microsoft Azure Supported Alibaba Cloud Not Supported Amazon EKS Not Supported Amazon Web Services (AWS) Supported Argo CD Not Supported Azure Kubernetes Service (AKS) Not Supported Container Service for Kubernetes (ACK) Not Supported DigitalOcean Not Supported Google Kubernetes Engine (GKE) Not Supported Helm Not Supported Kubernetes Not Supported Python Supported Rancher Not Supported Terraform Not Supported Show More Integrations View All 4 Integrations
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