Hugging Face vs Scaleway: Pricing, Specs, Strengths & Weaknesses
Side-by-side comparison of GPU compute pricing, regions, billing models, and strengths for Hugging Face and Scaleway. Rates sourced from public APIs — verify current availability and billing terms before purchasing.
Overview
Strengths & Best For
Hugging Face Inference Endpoints provides managed, production-ready GPU deployment for any model on the Hugging Face Hub — including Llama, Mistral, Stable Diffusion, and custom fine-tunes — on AWS, Azure, and GCP infrastructure. Dedicated endpoints spin up in minutes with automatic scaling, private networking, and pay-per-second billing. Rates shown are AWS single-GPU on-demand. The platform is the natural choice for teams already using the Hugging Face ecosystem who want to move from the Hub to production inference without managing cloud infrastructure.
- One-click deployment of any Hugging Face Hub model
- AWS, Azure, and GCP infrastructure options
- Private networking and VPC support
- Auto-scaling and pay-per-second billing
- Tight integration with Hugging Face Hub, Datasets, and Spaces
- Higher per-GPU cost than raw cloud instances
- Limited to Hugging Face-compatible model formats
- Less control over underlying infrastructure vs raw GPU clouds
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Scaleway is a French cloud provider offering H100 SXM and PCIe GPU instances alongside a full cloud platform — managed Kubernetes (Kapsule), object storage, managed databases, serverless functions, and private networking — all within EU data centers. In 2025–2026 Scaleway launched H100 PCIe instances at competitive EU pricing, expanded its managed Kubernetes GPU node pools to support multi-GPU workloads natively, and introduced a GPU-optimized bare-metal tier for latency-sensitive inference. As a subsidiary of Iliad Group (one of France's largest telecoms), Scaleway has the financial backing and network infrastructure to compete seriously in the EU GPU market. A strong choice for European teams that want GPU compute and a full cloud stack from a single EU-sovereign provider, avoiding US hyperscaler data residency concerns entirely.
- Full EU-sovereign cloud stack — GPU, Kubernetes, storage, databases in one platform
- H100 SXM and PCIe at competitive European pricing
- Managed Kubernetes with native GPU node pool support
- Backed by Iliad Group — strong financial stability and network infrastructure
- GPU-optimized bare-metal tier for low-latency inference
- GPU catalog narrower than AWS, GCP, or Azure
- Primarily EU regions — limited options for US or APAC deployments
- ML ecosystem tooling less mature than hyperscalers
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Key differences
Hugging Face
Inference Endpoints — managed GPU deployment for Hugging Face models on AWS, Azure, GCP
Scaleway
European GPU cloud — H100, managed Kubernetes, and full cloud stack with EU sovereignty