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What is dstack?

dstack is a powerful orchestration platform that unifies GPU management for machine learning workflows across cloud, Kubernetes, and on-premise environments. Instead of requiring teams to manage complex Helm charts, Kubernetes operators, or manual infrastructure setups, dstack offers a simple declarative interface to handle clusters, tasks, and environments. It natively integrates with top GPU cloud providers for automated provisioning, while also supporting hybrid setups through Kubernetes and SSH fleets. Developers can easily spin up containerized dev environments that connect to local IDEs, allowing them to test, debug, and iterate faster. Scaling from small single-node experiments to large distributed training jobs is effortless, with dstack handling orchestration and ensuring optimal resource efficiency. Beyond training, it enables production deployment by turning any model into a secure, auto-scaling endpoint compatible with OpenAI APIs. The proprietary design ensures lower GPU costs and avoids vendor lock-in, making it attractive for teams balancing flexibility and scalability. Real-world users highlight how dstack accelerates workflows, reduces operational burdens, and improves access to affordable GPUs across multiple providers. Teams benefit from faster iteration cycles, improved collaboration, and simplified governance, especially in enterprise setups. With open-source availability, enterprise support, and quick setup, dstack empowers ML teams to focus on research and innovation rather than infrastructure complexity.

What is VMware Tanzu Kubernetes Grid?

Elevate your modern applications using VMware Tanzu Kubernetes Grid, which allows you to maintain a consistent Kubernetes environment across various settings, including data centers, public clouds, and edge computing, guaranteeing a smooth and secure experience for all development teams involved. Ensure effective workload isolation and security measures throughout your operations. Take advantage of a fully integrated Kubernetes runtime that is easily upgradable and comes equipped with prevalidated components. You can deploy and scale clusters seamlessly without any downtime, allowing for quick implementation of security updates. Use a certified Kubernetes distribution to manage your containerized applications, backed by the robust global Kubernetes community. Additionally, leverage existing data center tools and processes to grant developers secure, self-service access to compliant Kubernetes clusters in your VMware private cloud, while also extending this uniform Kubernetes runtime to your public cloud and edge environments. Streamline the management of large, multi-cluster Kubernetes ecosystems to maintain workload isolation, and automate lifecycle management to reduce risks, enabling you to focus on more strategic initiatives as you advance. This comprehensive strategy not only simplifies operations but also equips your teams with the agility required to innovate rapidly, fostering a culture of continuous improvement and responsiveness to market demands.

Media

Media

Integrations Supported

Amazon Web Services (AWS)
Amazon S3
Google Cloud Platform
Kubernetes
Microsoft Azure
MinIO
Ozone
Python
Red Hat OpenShift
VMware Cloud
VMware vSphere

Integrations Supported

Amazon Web Services (AWS)
Amazon S3
Google Cloud Platform
Kubernetes
Microsoft Azure
MinIO
Ozone
Python
Red Hat OpenShift
VMware Cloud
VMware vSphere

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

dstack

Date Founded

2022

Company Location

Germany

Company Website

dstack.ai/

Company Facts

Organization Name

Broadcom

Date Founded

1991

Company Location

United States

Company Website

www.vmware.com/products/app-platform/tanzu-kubernetes-grid

Categories and Features

Categories and Features

Container Management

Access Control
Application Development
Automatic Scaling
Build Automation
Container Health Management
Container Storage
Deployment Automation
File Isolation
Hybrid Deployments
Network Isolation
Orchestration
Shared File Systems
Version Control
Virtualization

Popular Alternatives

Popular Alternatives

VMware Tanzu Reviews & Ratings

VMware Tanzu

Broadcom