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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 AccuKnox?

AccuKnox provides a robust Cloud Native Application Security (CNAPP) platform that adheres to a zero trust architecture. This innovative solution has been created in partnership with the Stanford Research Institute (SRI) and incorporates advanced technologies in container security, anomaly detection, and data provenance. The platform is adaptable, making it suitable for deployment in both public and private cloud environments. With AccuKnox runtime Security, users are able to track application behavior across diverse settings, including public clouds, private clouds, virtual machines, bare metal servers, and Kubernetes clusters, regardless of orchestration. In the unfortunate case of a ransomware attack, if an attacker compromises the vault pod, they might perform command injections to encrypt critical secrets stored within volume mount points. As a result, organizations can incur substantial financial damages, potentially reaching millions of dollars, in efforts to recover their affected data. In light of the growing number of cyber threats, it is crucial for organizations to prioritize investments in robust security solutions such as AccuKnox to protect their vital information. By doing so, they can enhance their resilience against evolving cyber risks and ensure business continuity.

Media

Media

Integrations Supported

Amazon Web Services (AWS)
Google Cloud Platform
KubeArmor
Microsoft Azure
Python

Integrations Supported

Amazon Web Services (AWS)
Google Cloud Platform
KubeArmor
Microsoft Azure
Python

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Pricing Information

$999 per month
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

AccuKnox

Company Location

United States

Company Website

www.accuknox.com

Categories and Features

Categories and Features

Cloud Security

Antivirus
Application Security
Behavioral Analytics
Encryption
Endpoint Management
Incident Management
Intrusion Detection System
Threat Intelligence
Two-Factor Authentication
Vulnerability Management

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