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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

DROPS
FOSSA
Fianu
Harbor
JFrog Connect
Kaholo
Kantata
Klera
Mend.io
Microsoft Azure
ModelOp
OpsVerse
Opsera
Python
ReleaseIQ
Snyk
TruffleHog

Integrations Supported

DROPS
FOSSA
Fianu
Harbor
JFrog Connect
Kaholo
Kantata
Klera
Mend.io
Microsoft Azure
ModelOp
OpsVerse
Opsera
Python
ReleaseIQ
Snyk
TruffleHog

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

JFrog

Date Founded

2008

Company Location

United States

Company Website

jfrog.com

Categories and Features

Categories and Features

Application Development

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

Continuous Delivery

Application Lifecycle Management
Application Release Automation
Build Automation
Build Log
Change Management
Configuration Management
Continuous Deployment
Continuous Integration
Feature Toggles / Feature Flags
Quality Management
Testing Management

DevOps

Approval Workflow
Dashboard
KPIs
Policy Management
Portfolio Management
Prioritization
Release Management
Timeline Management
Troubleshooting Reports

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