ClusterMAX 2.0Bronze

Verda/DataCrunch

Meets minimum criteria. Last category we directly recommend; often with inconsistent support or networking gaps.

ByJordan NanosDaniel NishballDylan Patel
Published

Verda/DataCrunch Quick Stats

ClusterMAX Tier
Bronze (2 / 5)
Source Rating Cycle
ClusterMAX 2.0
GPUs Offered
B200
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 Verda/DataCrunch cluster cost? Calculate H100, H200, B200 & GB200 NVL72 TCO with the ClusterMAX calculator.

Verda (formerly DataCrunch) is based in Finland, with datacenters in both Finland and Iceland. When logging in, Verda provides a nice clean console, making provisioning quite straightforward. Their “Instant Clusters” feature was easy to use and spun up a slurm cluster in minutes. We were also impressed by the completeness of their Slurm implementation, which stands in stark contrast to many other providers on the bronze or even silver tier of this list. From this experience, it seems like they have battle-tested the offering with customers, despite it still being labelled as “Beta”.

Source: nice, intuitive setup for spinning up a cluster.

Specifically, the B200 cluster we got had everything we expected: pyxis, enroot, hpcx, nccl, nvcc, topology.conf, dcgmi health -c plugged into Slurm’s HealthCheckProgram.

On monitoring, the Grafana dashboard included an interesting SSH command to retrieve the password, and was relatively well configured. Missing pieces related to job performance were minor, and we gave feedback how to make some improvements beyond standard DCGM metrics, and display them in a meaningful way to users. The platform also still lacks any way to add users with RBAC enforced at the storage or slurm level.

Overall, with working B200 instances available, and comprehensive slurm install, our initial impression was that Verda had made significant improvements from our last round of testing. However, this solid software foundation is still undermined by significant issues on the business and operations side.

We have heard about reliability issues from various Verda customers, both at the hardware level and with respect to their WAN connectivity. Specifically, Verda customers have told us that entire sites can go dark with no explanation. While things like this happen, the more serious issue is in response. Unfortunately, we have seen Verda charge their customers for GPU time even when instances are down or entire sites are inaccessible. To us, this is an offensive business practice. Our basic expectation for all cloud providers is to commit to their SLAs in written form, with penalties in the form of credits or deductions off a customer’s monthly bill in the event of a breach. Not upholding a written SLA undermines many of the technical benefits and attractive pricing that we have seen from Verda during our testing.

Note: since publishing this article we’ve discussed this issue in detail with Verda. Verda is committed to compensate any customers who experience downtime with at least 2x the cost of running any instances in the form of a credit. Customers contacting technical support via chat get an automatic message stating that all downtime will be compensated. Verda typically issues refunds within 24 hours of the downtime occurrence during weekdays, and on the following Monday for downtimes occurring during weekends. For customers billed monthly, any downtime or defects are compensated by subtracting the corresponding amount from the monthly invoice.

Frankly, we think this is an excellent response.

In general, SemiAnalysis recommends that customers be sure to keep server logs, screenshots, and other information readily available if they are pursuing downtime claims from their provider. At this time we have only seen gold or platinum tier providers proactively issue credits without customers asking for them.

Overall we recommend that Verda shore up their reliability challenges, finalize their slurm offering currently in beta, improve the monitoring dashboard, and continue development of their kubernetes offering. We look forward to seeing more from Verda in the future.

Verda/DataCrunch GPU Cloud FAQ

What tier is Verda/DataCrunch in ClusterMAX?

Verda/DataCrunch is rated Bronze tier in the ClusterMAX 2.0 GPU cloud rating system by SemiAnalysis (with the ClusterMAX 2.1 Update applied April 2026). Bronze is the lowest tier ClusterMAX directly recommends. Meets minimum criteria. Last category we directly recommend; often with inconsistent support or networking gaps.

Is Verda/DataCrunch SOC 2 Type II certified?

Verda/DataCrunch'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 Verda/DataCrunch support Slurm?

Yes. The Verda/DataCrunch 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 Verda/DataCrunch support Kubernetes?

Yes. The Verda/DataCrunch 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 Verda/DataCrunch offer?

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

What is the NCCL all-reduce performance on Verda/DataCrunch?

The Verda/DataCrunch 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 Verda/DataCrunch compare to CoreWeave?

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

Is Verda/DataCrunch recommended for LLM training?

Verda/DataCrunch is in a ClusterMAX tier that SemiAnalysis directly recommends for production GPU workloads (Platinum / Gold / Silver / Bronze). The Verda/DataCrunch 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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