Ratings and Reviews 0 Ratings

Total
ease
features
design
support

This software has no reviews. Be the first to write a review.

Write a Review

Ratings and Reviews 0 Ratings

Total
ease
features
design
support

This software has no reviews. Be the first to write a review.

Write a Review

Alternatives to Consider

  • BAND Reviews & Ratings
    3 Ratings
    Company Website
  • Stonebranch Reviews & Ratings
    183 Ratings
    Company Website
  • Runpod Reviews & Ratings
    230 Ratings
    Company Website
  • ActiveBatch Workload Automation Reviews & Ratings
    383 Ratings
    Company Website
  • Chainstack Reviews & Ratings
    35 Ratings
    Company Website
  • RunMyJobs by Redwood Reviews & Ratings
    424 Ratings
    Company Website
  • Google Cloud Speech-to-Text Reviews & Ratings
    443 Ratings
    Company Website
  • 4ALLPORTAL Reviews & Ratings
    78 Ratings
    Company Website
  • Gemini Enterprise Agent Platform Reviews & Ratings
    1,161 Ratings
    Company Website
  • JS7 JobScheduler Reviews & Ratings
    1 Rating
    Company Website

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 ZEDEDA?

ZEDEDA provides a user-friendly and scalable cloud-based orchestration platform that significantly improves visibility, control, and security in distributed edge environments, enabling users to deploy and manage applications seamlessly across any hardware while connecting with various cloud or on-premises systems. By leveraging ZEDEDA, customers can easily deploy and manage any edge compute node, which helps them harness the potential of IoT data for timely decision-making. The platform's design allows for the execution of any application on any hardware without being tied to a specific vendor, facilitating the simultaneous operation of both legacy and cloud-native applications. It also streamlines the management process by allowing bulk application deployments with a single click. Moreover, ZEDEDA incorporates strong security protocols to prevent hardware spoofing, detect anomalies in the software stack, and uphold device integrity. Users benefit from the ability to monitor and control data flows across applications and nodes, which aids in quickly identifying any suspicious activities. The platform further aids in meeting regulatory compliance standards and helps minimize risks related to data breaches and leaks. In addition, ZEDEDA automates the deployment and management of applications and system software straight from the cloud, making the edge computing experience much more efficient. This all-encompassing solution not only empowers organizations to maximize their edge infrastructure but also ensures adherence to the highest levels of security and compliance, ultimately driving operational excellence.

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
Kubernetes
MicroK8s
NVIDIA DRIVE
Xilinx

API Availability

API Availability

Has API

Pricing Information

Pricing not provided

Pricing Information

Pricing not provided

Supported Platforms

SaaS

Supported Platforms

SaaS
iPhone
iPad
On-Prem

Customer Service / Support

Web-Based Support

Customer Service / 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

ZEDEDA

Date Founded

2016

Company Location

United States

Company Website

zededa.com/product/

Categories and Features

AI Control Planes

Not specified

AI Development

Not specified

Categories and Features

IoT

Not specified

Popular Alternatives

Popular Alternatives

EquipmentCloud Reviews & Ratings

EquipmentCloud

Kontron AIS
K-PORT Reviews & Ratings

K-PORT

Kontron AIS