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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 Edka?

Edka simplifies the creation of a fully operational Platform as a Service (PaaS) by utilizing standard cloud virtual machines and Kubernetes, dramatically reducing the manual effort required for application management on Kubernetes through its provision of preconfigured open-source add-ons that effectively convert a Kubernetes cluster into a robust PaaS environment. To optimize Kubernetes management, Edka structures its operations into several distinct layers: Layer 1: Cluster provisioning – An intuitive interface that enables users to create a k3s-based cluster with a single click and default configurations. Layer 2: Add-ons – A straightforward one-click deployment option for critical components such as metrics-server, cert-manager, and various operators, all preconfigured for compatibility with Hetzner, eliminating the need for further setup. Layer 3: Applications – User-friendly interfaces designed with minimal configurations specifically for applications that depend on the aforementioned add-ons. Layer 4: Deployments – Edka guarantees automatic updates to deployments in line with semantic versioning standards, providing features like instantaneous rollbacks, autoscaling, persistent volume management, secret/environment imports, and rapid public accessibility for applications. This organized approach not only enhances operational efficiency but also empowers developers to concentrate on application development rather than infrastructure management, ultimately fostering innovation and productivity.

Media

Media

Integrations Supported

Amazon Elastic Container Registry (ECR)
Amazon Web Services (AWS)
Docker
GitHub
Google Cloud Artifact Registry
Google Cloud Platform
Hetzner
Microsoft Azure
Python

Integrations Supported

Amazon Elastic Container Registry (ECR)
Amazon Web Services (AWS)
Docker
GitHub
Google Cloud Artifact Registry
Google Cloud Platform
Hetzner
Microsoft Azure
Python

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Pricing Information

€0
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

Edka

Date Founded

2013

Company Location

Spain

Company Website

edka.io

Categories and Features

Categories and Features

DevOps

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

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