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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 Aruba ESP?

Aruba's Edge Services Platform (ESP) is a cutting-edge, cloud-driven solution crafted to facilitate the transformation of digital businesses by providing automated network management, extensive Edge-to-cloud security, and predictive AI insights boasting a remarkable accuracy of up to 95%. This platform is distinguished by its ability to enhance operational speed, encompassing swift remediation times, robust security protocols, scalability for users and locations, and operational AIOps, all integrated within a unified cloud-native structure. Equipped with features such as dynamic segmentation and stringent policy enforcement, ESP adeptly safeguards new devices as they connect to the network. Furthermore, it supports seamless orchestration that can be managed through the cloud across wired, wireless, and WAN settings, delivering exceptional adaptability whether it is deployed in the cloud, on-site, or as a service. Users benefit from heightened context, visibility, and control across all areas via a comprehensive cloud-native console that consolidates Wi-Fi, wired, and WAN infrastructure. Moreover, Aruba's Unified Infrastructure not only streamlines but also optimizes IT operations across diverse environments, which encompass campus, branch, remote, data center, and IoT networks, all under a management scheme that allows for either cloud or on-premises solutions, thus contributing to the creation of a more agile and responsive IT ecosystem. As businesses continue to evolve, the ESP's innovative features are poised to meet the increasing demands of modern networking and security needs effectively.

Media

Media

Integrations Supported

Amazon Web Services (AWS)
Aruba Cloud
Google Cloud Platform
HP-UX
HPE GreenLake
Microsoft Azure
Python
Switch Automation
Unity EdgeConnect SD-WAN Edge

Integrations Supported

Amazon Web Services (AWS)
Aruba Cloud
Google Cloud Platform
HP-UX
HPE GreenLake
Microsoft Azure
Python
Switch Automation
Unity EdgeConnect SD-WAN Edge

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

Aruba Networks

Company Location

United States

Company Website

www.arubanetworks.com/solutions/aruba-esp/

Categories and Features

Categories and Features

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