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Average Ratings 0 Ratings

Total
ease
features
design
support

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Write a Review

Description

Knative, initially developed by Google and supported by contributions from more than 50 companies, provides a vital suite of components for creating and operating serverless applications on Kubernetes. It includes capabilities such as scale-to-zero, autoscaling, in-cluster builds, and a robust eventing framework tailored for cloud-native environments. Knative effectively standardizes best practices gleaned from successful Kubernetes-based frameworks, whether deployed on-premises, in the cloud, or within third-party data centers. This platform empowers developers, allowing them to concentrate on writing code and innovating without getting bogged down by the challenging yet mundane aspects of application development, deployment, and management. Additionally, Knative's design fosters a more efficient development process, making it easier to integrate and utilize modern technologies.

Description

dstack simplifies GPU infrastructure management for machine learning teams by offering a single orchestration layer across multiple environments. Its declarative, container-native interface allows teams to manage clusters, development environments, and distributed tasks without deep DevOps expertise. The platform integrates natively with leading GPU cloud providers to provision and manage VM clusters while also supporting on-prem clusters through Kubernetes or SSH fleets. Developers can connect their desktop IDEs to powerful GPUs, enabling faster experimentation, debugging, and iteration. dstack ensures that scaling from single-instance workloads to multi-node distributed training is seamless, with efficient scheduling to maximize GPU utilization. For deployment, it supports secure, auto-scaling endpoints using custom code and Docker images, making model serving simple and flexible. Customers like Electronic Arts, Mobius Labs, and Argilla praise dstack for accelerating research while lowering costs and reducing infrastructure overhead. Whether for rapid prototyping or production workloads, dstack provides a unified, cost-efficient solution for AI development and deployment.

API Access

Has API No 

API Access

Has API No 

Screenshots View All

Screenshots View All

Integrations

Google Cloud Platform Yes 
Amazon Web Services (AWS) No 
Ambassador Yes 
Batteries Included Yes 
BentoML Yes 
Citrus Yes 
Google Cloud Pub/Sub Yes 
Google Cloud Tekton Yes 
Kubernetes Yes 
MicroK8s Yes 
Microsoft Azure No 
Python No 
txtai Yes 

Integrations

Google Cloud Platform Yes 
Amazon Web Services (AWS) Yes 
Ambassador No 
Batteries Included No 
BentoML No 
Citrus No 
Google Cloud Pub/Sub No 
Google Cloud Tekton No 
Kubernetes No 
MicroK8s No 
Microsoft Azure Yes 
Python Yes 
txtai No 

Pricing Details

No price information available.
Free Trial No 
Free Version Yes 

Pricing Details

No price information available.
Free Trial No 
Free Version No 

Deployment

Web-Based Yes 
On-Premises Yes 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Customer Support

Business Hours Yes 
Live Rep (24/7) No 
Online Support Yes 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) No 
In Person No 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) No 
In Person No 

Vendor Details

Company Name

Google

Website

cloud.google.com/knative

Vendor Details

Company Name

dstack

Founded

2022

Country

Germany

Website

dstack.ai/

Product Features

Application Development

Access Controls/Permissions Yes 
Code Assistance Yes 
Code Refactoring Yes 
Collaboration Tools Yes 
Compatibility Testing Yes 
Data Modeling Yes 
Debugging Yes 
Deployment Management No 
Graphical User Interface Yes 
Mobile Development No 
No-Code No 
Reporting/Analytics Yes 
Software Development Yes 
Source Control No 
Testing Management Yes 
Version Control Yes 
Web App Development Yes 

Serverless

API Proxy No 
Application Integration Yes 
Data Stores No 
Developer Tooling No 
Orchestration No 
Reporting / Analytics No 
Serverless Computing Yes 
Storage No 

Alternatives

Alternatives

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