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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 Massdriver?

At Massdriver, our philosophy centers around prevention rather than permission, allowing operations teams to encode their knowledge and the organization's essential requirements into pre-approved infrastructure modules via user-friendly Infrastructure as Code (IaC) tools such as Terraform, Helm, or OpenTofu. Each module integrates policy, security, and cost controls, effectively transforming unrefined configurations into operational software components that facilitate seamless multi-cloud deployments across platforms like AWS, Azure, GCP, and Kubernetes. By consolidating provisioning, secrets management, and role-based access control (RBAC), Massdriver minimizes operational overhead and simultaneously empowers developers to visualize and deploy resources without delays or obstacles. Our integrated monitoring, alerting, and metrics retention capabilities enhance system reliability, reducing downtime and speeding up incident resolution, which ultimately boosts return on investment through early issue identification and optimized expenditure. Say goodbye to the complexities of fragile pipelines—our ephemeral CI/CD automatically initiates based on the specific tools utilized in each module. Experience accelerated and secure scaling with no limits on projects or cloud accounts while maintaining compliance throughout the entire process. Massdriver—where speed is the default setting and safety is a fundamental design principle, ensuring your operations run smoothly and efficiently.

Media

Media

Integrations Supported

Amazon Web Services (AWS)
Google Cloud Platform
Microsoft Azure
Python

Integrations Supported

Amazon Web Services (AWS)
Google Cloud Platform
Microsoft Azure
AWS Lambda
Backstage
Claude
Docker
GitHub
GitLab
Helm
Kubernetes
OpenTofu
Pulumi
Terraform

API Availability

API Availability

Has API

Pricing Information

Pricing not provided

Pricing Information

Free trial
Business: $999/month per 15 seats with private Slack support, built for scaling teams (billed annually).
*Price breaks begin at 60+ seats.

Enterprise: Custom pricing, self-hosted/on prem available, SLAs, and tailored onboarding, perfect for complex organizations.
Free Trial Offered?

Supported Platforms

SaaS

Supported Platforms

SaaS
On-Prem

Customer Service / Support

Web-Based Support

Customer Service / Support

Web-Based Support

Training Options

Documentation Hub

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

Massdriver

Date Founded

2021

Company Location

United States

Company Website

www.massdriver.cloud/

Categories and Features

AI Control Planes

Not specified

AI Development

Not specified

Categories and Features

Cloud Cost Management

Cost Reduction Optimization
Dashboard
Data Visualization
Resource Usage Reporting
Roles / Permissions
Spend and Cost Reporting

Cloud Management

Access Control
Billing & Provisioning
Cost Management
Multi-Cloud Management

Cloud Security

Encryption
Two-Factor Authentication

DevOps

Dashboard
Policy Management
Release Management
Timeline Management
Troubleshooting Reports

IT Infrastructure Monitoring

Alerts / Notifications
Application Monitoring
Configuration Change Management
Health Monitoring
Multi-Platform Support
Performance Monitoring

IT Management

Compliance Management
Event Logs
IT Budgeting

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