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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 Project Calico?

Calico is a flexible open-source platform that focuses on networking and securing containers, virtual machines, and workloads running on native hosts. It seamlessly integrates with numerous platforms, including Kubernetes, OpenShift, Mirantis Kubernetes Engine (MKE), OpenStack, and even bare metal setups. Users have the option to utilize either Calico's eBPF data plane for cutting-edge performance or the traditional networking pipeline of Linux, allowing for outstanding scalability tailored specifically for cloud-native applications. Both developers and cluster administrators enjoy a cohesive experience and a reliable set of features, regardless of whether they are working in public clouds, on-premises, on a single machine, or across large multi-node clusters. Furthermore, Calico provides various data plane configurations, featuring a pure Linux eBPF data plane, a standard Linux networking data plane, and a Windows HNS data plane. This versatility ensures that it meets the preferences and requirements of users, whether they favor the modern advancements of eBPF or the tried-and-true networking concepts familiar to experienced system administrators. Ultimately, this remarkable flexibility positions Calico as an attractive option for organizations in search of resilient networking solutions that can adapt to their evolving needs. By catering to a wide range of environments and use cases, Calico stands out as a comprehensive choice for enhancing connectivity and security across diverse workloads.

Media

Media

Integrations Supported

Amazon EKS
Amazon Web Services (AWS)
Apigee
Azure Kubernetes Service (AKS)
Box
GitHub
Google Cloud Platform
Google Kubernetes Engine (GKE)
IBM Cloud Kubernetes Service
Kubernetes
Microsoft Azure
Mirantis Kubernetes Engine
OpenStack
OrangeCRM
Python
Red Hat OpenShift
Squarespace

Integrations Supported

Amazon EKS
Amazon Web Services (AWS)
Apigee
Azure Kubernetes Service (AKS)
Box
GitHub
Google Cloud Platform
Google Kubernetes Engine (GKE)
IBM Cloud Kubernetes Service
Kubernetes
Microsoft Azure
Mirantis Kubernetes Engine
OpenStack
OrangeCRM
Python
Red Hat OpenShift
Squarespace

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Pricing Information

Free
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

Project Calico

Company Location

United States

Company Website

projectcalico.docs.tigera.io/about/about-calico

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