ClusterMAX 2.0Silver

Scaleway

Adequate offering with noticeable gaps compared to Gold or Platinum. Room for improvement.

ByJordan NanosDaniel NishballDylan Patel
Published

Scaleway Quick Stats

ClusterMAX Tier
Silver (3 / 5)
Source Rating Cycle
ClusterMAX 2.0
GPUs Offered
GB200, B200, H100
Slurm Support
Discussed in review
Kubernetes Support
Discussed in review
SOC 2 Mentioned
Not flagged
NCCL Benchmarks
In review
Last Updated
Nov 06, 2025

Want to model Scaleway cluster cost? Calculate H100, H200, B200 & GB200 NVL72 TCO with the ClusterMAX calculator.

Scaleway continues to carve out a niche as a premium, sovereign European cloud provider with a focus on large-scale, AI training particularly for startups and non-profits.

The company’s primary offering for high-end AI is centered entirely on slurm for training. Inference, and Kubernetes in general is not a significant part of their go-forward strategy. A significant recent improvement is the deployment of a “copilot” Grafana instance, which includes essential DCGM and slurm exporters. This directly addresses a criticism we made in the first version of this article, regarding a lack of monitoring in their offering. Furthermore, Scaleway has enhanced reliability by implementing health checks through slurm prolog and epilog scripts, with monitoring data being actively managed to ensure cluster stability.

Source: Scaleway

On the networking front, Scaleway continues to mainly offer H100 nodes with Nvidia’s Spectrum-X networking. They generally provide customers an opportunity to reserve clusters for days or weeks to compare its performance against traditional InfiniBand, and have seen good results. Interestingly, during testing, Scaleway worked with a customer to develop a synthetic benchmark better than nccl-tests, which indicated a 20% performance improvement over InfiniBand. However, in a crucial real-world test case, that performance advantage was not realized.

Looking ahead, Scaleway is still in the planning phase for Blackwell, and is targeting HGX B200/B300 baseboards only, rather than the fully integrated GB200 NVL systems. The company is also exploring AMD GPUs, but have yet to see significant customer traction in Europe.

Overall, Scaleway’s business model has begun to reflect a “European premium” for sovereign, GDPR-compliant infrastructure. This is evident in their resource allocation, which requires customers to contract for an entire cluster for large-scale jobs, rather than allowing on-demand access to single 8-way GPU machines. This model targets well-funded, serious AI projects, including an ecosystem built around the Scaleway Startup Program. This program offers credits and support, aiming to onboard the next generation of European tech companies.

We expect Scaleway to continue to operate in a solid niche, prioritizing dedicated, high-performance clusters for, the European market with an associated premium.

Scaleway GPU Cloud FAQ

What tier is Scaleway in ClusterMAX?

Scaleway is rated Silver tier in the ClusterMAX 2.0 GPU cloud rating system by SemiAnalysis (with the ClusterMAX 2.1 Update applied April 2026). Silver is a mid-tier rating in the ClusterMAX rating system. Adequate offering with noticeable gaps compared to Gold or Platinum. Room for improvement.

Is Scaleway SOC 2 Type II certified?

Scaleway's ClusterMAX review does not flag a SOC 2 Type II attestation as confirmed. SemiAnalysis treats SOC 2 Type II as a baseline expectation for any GPU cloud serving enterprise or regulated AI workloads — see the ClusterMAX criteria page for the full security baseline.

Does Scaleway support Slurm?

Yes. The Scaleway review on ClusterMAX covers their Slurm offering — including whether it is managed, self-managed, or runs as Slurm-on-Kubernetes (SUNK, Soperator, or Slinky). See the Orchestration section of the review for the specific Slurm flavor offered and SemiAnalysis' hands-on experience.

Does Scaleway support Kubernetes?

Yes. The Scaleway review on ClusterMAX covers their Kubernetes offering — whether managed Kubernetes is provided, what control plane is used, and how GPU operator, networking, and storage integrate. See the Orchestration and Storage sections of the review for details.

What GPUs does Scaleway offer?

Based on the SemiAnalysis hands-on review, Scaleway offers (or has been publicly tied to) the following NVIDIA / AMD GPU SKUs: GB200, B200, H100. Specific inventory, region availability, and on-demand vs reserved access are detailed in the Scaleway ClusterMAX review.

What is the NCCL all-reduce performance on Scaleway?

The Scaleway review on ClusterMAX includes hands-on NCCL all-reduce results from SemiAnalysis testing. NCCL bandwidth (in GB/s) is one of the most important indicators of training cluster health — see the Networking section of the review for the specific numbers and how they compare to the ClusterMAX cohort.

How does Scaleway compare to CoreWeave?

CoreWeave is the only ClusterMAX Platinum provider, while Scaleway is rated Silver. The Scaleway review documents the specific gaps versus CoreWeave across the 10 ClusterMAX criteria (Security, Lifecycle, Orchestration, Storage, Networking, Reliability, Monitoring, Pricing, Partnerships, Availability). See the Scaleway review body and the ClusterMAX /criteria page for the full comparison framework.

Is Scaleway recommended for LLM training?

Scaleway is in a ClusterMAX tier that SemiAnalysis directly recommends for production GPU workloads (Platinum / Gold / Silver / Bronze). The Scaleway review details which workload profiles fit best — large-scale pretraining, fine-tuning, on-demand experimentation, or inference — based on hands-on cluster testing.

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