Anyscale vs. cloud-init Comparison


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About Anyscale is a unified AI platform built around Ray, the world’s leading AI compute engine, designed to help teams build, deploy, and scale AI and Python applications efficiently. The platform offers RayTurbo, an optimized version of Ray that delivers up to 4.5x faster data workloads, 6.1x cost savings on large language model inference, and up to 90% lower costs through elastic training and spot instances. Anyscale provides a seamless developer experience with integrated tools like VSCode and Jupyter, automated dependency management, and expert-built app templates. Deployment options are flexible, supporting public clouds, on-premises clusters, and Kubernetes environments. Anyscale Jobs and Services enable reliable production-grade batch processing and scalable web services with features like job queuing, retries, observability, and zero-downtime upgrades. Security and compliance are ensured with private data environments, auditing, access controls, and SOC 2 Type II attestation.	About Cloud images are operating system templates and every instance starts out as an identical clone of every other instance. It is the user data that gives every cloud instance its personality and cloud-init is the tool that applies user data to your instances automatically. Including datasource and module references, and plenty of examples. While cloud-init started life in Ubuntu, it is now available for most major Linux and FreeBSD operating systems. For cloud image providers, then cloud-init handles many of the differences between cloud vendors automatically — for example, the official Ubuntu cloud images are identical across all public and private clouds.
Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience AI developers and enterprises looking for a unified, scalable platform to efficiently build, deploy, and manage AI and Python applications with expert support and cost optimization	Audience Companies looking for a Cloud Infrastructure Automation platform
Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported
API Offers API Not Supported	API Offers API Not Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing $0.00006 per minute CPU Only from $0.00006/min Instances containing: NVIDIA T4 from $0.00246/min NVIDIA L4 from $0.00414/min NVIDIA A10G from $0.00591/min NVIDIA L40S from $0.01089/min NVIDIA Tesla V100 from $0.01492/min NVIDIA A100 40GB from $0.02149/min NVIDIA A100 80GB from $0.02941/min AWS Trainium from $0.00784/min AWS Inferentia from $0.00445/min Free Version Not Supported Free Trial Supported	Pricing No information available. Free Version Not Supported Free Trial Not Supported
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software

Training Documentation Supported Webinars Supported Live Online Supported In Person Not Supported	Training Documentation Not Supported Webinars Not Supported Live Online Not Supported In Person Not Supported
Company Information Anyscale Founded: 2019 United States www.anyscale.com/product	Company Information cloud-init cloud-init.io
Alternatives MosaicML	Alternatives Multipass Canonical
Together AI	Phillux Software-Hub
Gemini Enterprise Agent Platform Google	DanubeData
Runpod	LunaNode
Azure OpenAI Service Microsoft View All	Contabo View All
Categories AI Development Supported AI Infrastructure Supported AI Orchestration Supported AI Tools Supported Artificial Intelligence Supported Cloud Infrastructure Automation Supported Generative AI Supported LLM API Supported LLM Routers Supported	Categories Cloud Infrastructure Automation Supported

Integrations Amazon Web Services (AWS) Supported Google Cloud Platform Supported Microsoft Azure Supported AWS Inferentia Supported AWS Trainium Supported Joyent Triton Not Supported Kubernetes Supported LiteLLM Supported Llama 2 Supported MultiPass Not Supported Multipass Not Supported Nurix Supported Oracle Cloud Infrastructure Not Supported Pinecone Rerank v0 Supported Rackspace Not Supported Ray Supported RouteLLM Supported Unify AI Supported VMware Cloud Not Supported Weaviate Supported Show More Integrations View All 15 Integrations	Integrations Amazon Web Services (AWS) Supported Google Cloud Platform Supported Microsoft Azure Supported AWS Inferentia Not Supported AWS Trainium Not Supported Joyent Triton Supported Kubernetes Not Supported LiteLLM Not Supported Llama 2 Not Supported MultiPass Supported Multipass Supported Nurix Not Supported Oracle Cloud Infrastructure Supported Pinecone Rerank v0 Not Supported Rackspace Supported Ray Not Supported RouteLLM Not Supported Unify AI Not Supported VMware Cloud Supported Weaviate Not Supported Show More Integrations View All 9 Integrations
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