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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 Container Service for Kubernetes (ACK)?

Alibaba Cloud's Container Service for Kubernetes (ACK) stands out as a robust managed solution that combines multiple services such as virtualization, storage, networking, and security to create a scalable and high-performance platform for containerized applications. Recognized as a Kubernetes Certified Service Provider (KCSP), ACK meets the standards set by the Certified Kubernetes Conformance Program, ensuring a dependable Kubernetes experience and promoting workload mobility across various environments. This important certification allows users to enjoy a uniform Kubernetes experience while taking advantage of advanced cloud-native features tailored for enterprise needs. Furthermore, ACK places a strong emphasis on security by providing comprehensive application protection and detailed access controls, which empower users to quickly deploy Kubernetes clusters. In addition, the service streamlines the management of containerized applications throughout their entire lifecycle, significantly improving both operational flexibility and performance. With these capabilities, ACK not only helps businesses innovate faster but also aligns with industry best practices for cloud computing.

Media

Media

Integrations Supported

Amazon Web Services (AWS)
Container Registry
Google Cloud Platform
Loft
Microsoft Azure
Netdata
Python
Rackspace Managed Hosting
groundcover

Integrations Supported

Amazon Web Services (AWS)
Container Registry
Google Cloud Platform
Loft
Microsoft Azure
Netdata
Python
Rackspace Managed Hosting
groundcover

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

Alibaba

Date Founded

1999

Company Location

China

Company Website

www.alibabacloud.com/product/kubernetes

Categories and Features

Categories and Features

Container Management

Access Control
Application Development
Automatic Scaling
Build Automation
Container Health Management
Container Storage
Deployment Automation
File Isolation
Hybrid Deployments
Network Isolation
Orchestration
Shared File Systems
Version Control
Virtualization

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