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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 JFrog Artifactory?

The Universal Binary Repository Management Manager is the industry-leading solution designed to accommodate a wide array of package types, currently exceeding 27 and continuously expanding, with support for technologies such as Maven, npm, Python, NuGet, Gradle, Go, and Helm, in addition to seamless integration with prominent CI servers and the DevOps tools you already utilize. Furthermore, it offers impressive features such as: - Exceptional high availability that can effortlessly scale infinitely through active/active clustering tailored for your DevOps setup, adapting seamlessly as your organization grows. - Flexible deployment options including On-Prem, Cloud, Hybrid, and Multi-Cloud solutions to fit diverse business needs. - Recognized as the de facto Kubernetes Registry, it efficiently manages a variety of application packages, component dependencies of operating systems, open source libraries, Docker containers, and Helm charts, while providing comprehensive visibility of all dependencies and ensuring compatibility with an ever-expanding range of Kubernetes cluster providers. This extensive functionality guarantees that your package management processes are both efficient and future-proof.

Media

Media

Integrations Supported

Python

Integrations Supported

Azure Marketplace
FOSSA
Fianu
IBM DevOps Deploy
Jozu
JupiterOne
Kaholo
Kantata
Klera
Legit Security
Maverix
Moderne
Opsera
Ozone
Snyk
ThreatMapper
ThreatStryker
TruffleHog

API Availability

API Availability

Pricing Information

Pricing not provided

Pricing Information

Pricing not provided
Free Version
Free Trial Offered?

Supported Platforms

SaaS

Supported Platforms

SaaS
Windows
Mac
On-Prem
Linux

Customer Service / Support

Web-Based Support

Customer Service / Support

Standard Support
24 Hour 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

JFrog

Date Founded

2008

Company Location

United States

Company Website

jfrog.com

Categories and Features

AI Control Planes

Not specified

AI Development

Not specified

Categories and Features

Application Development

Access Controls/Permissions
Code Refactoring
Collaboration Tools
Compatibility Testing
Data Modeling
Debugging
Deployment Management
Graphical User Interface
Mobile Development
No-Code
Reporting/Analytics
Software Development
Source Control
Version Control

Artifact Management

Not specified

Continuous Delivery

Not specified

DevOps

Not specified

Repository Management

Not specified

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