Provider Comparison

Denvr vs Nebius

Denvr and Nebius are both specialized GPU cloud providers tailored for demanding ML and AI workloads, but they cater to distinct needs. Denvr emphasizes sustainability and high-density compute through 100% liquid immersion cooling in modular data centers, achieving industry-leading Power Usage Effectiveness (PUE). This positions it ideally for enterprises prioritizing energy efficiency, high-density clusters, and Canadian data residency, though its focus on private clusters may limit accessibility for smaller teams. Billing is per-hour, with GDPR compliance ensuring data protection. In contrast, Nebius adopts an AI-centric approach with managed Kubernetes services for EU/US-compliant workloads. As a public company, it offers transparency and a startup-like agility, appealing to enterprises needing robust compliance (SOC 2, HIPAA, GDPR, ISO 27001) and flexible scaling. Its per-second billing and spot instances enable cost optimization for variable workloads. Key differentiators include Denvr's cooling efficiency for sustained high-utilization runs versus Nebius's managed services and granular billing for dynamic usage. Denvr suits large-scale, residency-bound operations valuing sustainability, while Nebius excels in compliant, managed environments for agile AI development. Overall, Denvr delivers value through operational efficiency in dense setups, and Nebius through flexibility and compliance breadth, making the choice dependent on infrastructure priorities, scale, and regulatory needs.

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Our Recommendation

Choose Denvr for large enterprises (100+ engineers) running sustained, high-density GPU workloads where sustainability, low PUE, and Canadian data residency are critical—ideal for massive LLM training or inference farms with stable budgets favoring per-hour predictability over spot volatility. Its private clusters suit teams needing dedicated resources without multi-tenancy concerns. Opt for Nebius if your team (10-500 engineers) requires managed Kubernetes, broad compliance (e.g., HIPAA for healthcare AI), and cost flexibility via per-second billing and spots—perfect for startups or mid-sized ops with bursty experimentation, production inference, or EU/US regulatory needs. Nebius favors dynamic budgets and teams valuing operational simplicity over raw density. For hybrid needs, evaluate residency and management overhead; pilot both for performance benchmarking.

Live Pricing

Compare real-time GPU offers from Denvr and Nebius

12 offers available

Provider	GPU Model	VRAM	Host Specs	Region	Price	Status
QuantaCloud Partner	A100 · H100 / H200 · B200 / B300 32–1024+ GPUs · InfiniBand	∞	Custom configs	Multiple DCs	Reserved / cluster Get a quote in 24h	Available
Denvr	4×NVIDIA A40 48GB VRAM	48GB	128 vCPU 512GB RAM 7600GB Storage	Virginia	$0.65/GPU/hr $2.60/hr total (4×)
Denvr	8×NVIDIA A100 SXM4 80GB 80GB VRAM	80GB	128 vCPU 1024GB RAM 15200GB Storage	Virginia	$1.15/GPU/hr $9.20/hr total (8×)
Denvr	4×NVIDIA A100 PCIe 80GB 80GB VRAM	80GB	64 vCPU 512GB RAM 7600GB Storage	Virginia	$1.15/GPU/hr $4.60/hr total (4×)
Denvr	8×Intel Gaudi 2 96GB VRAM	96GB	160 vCPU 1024GB RAM 30400GB Storage	Virginia	$1.25/GPU/hr $10.00/hr total (8×)
Denvr	8×NVIDIA A100 SXM4 80GB 80GB VRAM	80GB	208 vCPU 1024GB RAM 22800GB Storage	Virginia	$1.35/GPU/hr $10.80/hr total (8×)

QuantaCloud

Partner

Available

A100 · H100 / H200 · B200 / B300

32–1024+ GPUs · InfiniBand

Reserved / cluster

Get a quote in 24h

Denvr

Virginia

NVIDIA A404x

48GB VRAM

128 vCPU

512GB RAM

7600GB Storage

$0.65/GPU/hr

$2.60/hr total (4×)

Denvr

Virginia

NVIDIA A100 SXM4 80GB8x

80GB VRAM

128 vCPU

1024GB RAM

15200GB Storage

$1.15/GPU/hr

$9.20/hr total (8×)

Denvr

Virginia

NVIDIA A100 PCIe 80GB4x

80GB VRAM

64 vCPU

512GB RAM

7600GB Storage

$1.15/GPU/hr

$4.60/hr total (4×)

Denvr

Virginia

Intel Gaudi 28x

96GB VRAM

160 vCPU

1024GB RAM

30400GB Storage

$1.25/GPU/hr

$10.00/hr total (8×)

Denvr

Virginia

NVIDIA A100 SXM4 80GB8x

80GB VRAM

208 vCPU

1024GB RAM

22800GB Storage

$1.35/GPU/hr

$10.80/hr total (8×)

View all 12 offers

QuantaCloud

Comparing providers? We broker across all of them.

Stop tab-switching between pricing pages. Tell us what you need — 16+ GPUs, reserved or cluster capacity — and we return one quote at partner rates within 24 hours.

No waitlist24hr quote turnaroundInfiniBand fabric

Denvr(Est. 2017)

A provider focused on high-efficiency infrastructure using 100% liquid immersion cooling for energy-efficient, high-density compute clusters.

Best For

Enterprises needing sustainable, high-density computeCanadian data residency requirements

Unique Features

Modular, liquid-immersion cooled data centers
Industry-leading Power Usage Effectiveness (PUE)

Limitations

Focus on private clusters that may exclude smaller users

Nebius(Est. 2023)

An AI-centric infrastructure company providing managed services for EU/US compliant workloads.

Best For

Enterprises needing EU/US compliance and managed K8s

Unique Features

Public company with transparency
Startup-like focus on AI

Feature Comparison

Access Methods

Feature	Denvr	Nebius
SSH
Jupyter Notebooks
Web Terminal
API
Kubernetes
Containers

Billing Options

Feature	Denvr	Nebius
Billing Increment	per-hour	per-second
Spot Instances
Reserved Instances
Prepaid Credits

Compliance

Certification	Denvr	Nebius
SOC 2
HIPAA
GDPR
ISO 27001

Support

Feature	Denvr	Nebius
SLA
Enterprise Support
Discord Community

Pricing Analysis

Pricing Overview

Denvr employs per-hour billing for on-demand instances, providing billing predictability suited to long-running jobs but less granular for short bursts—potentially leading to overcharges on idle time without spot options or reserved instances noted. Nebius offers per-second billing with spot instances alongside on-demand, enabling precise cost control for variable workloads; this favors interruptible tasks, reducing expenses by up to 70-90% on spots compared to on-demand. Implications vary by pattern: steady, multi-hour training benefits Denvr's simplicity, while intermittent fine-tuning or inference sees Nebius shine via fine-grained metering and discounts. Neither details reserved pricing explicitly, but Nebius's model supports agile scaling, whereas Denvr's hourly granularity suits committed enterprise spends. Teams should model costs based on duty cycles—high utilization (>80%) levels the field, but low/bursty usage amplifies Nebius advantages.

Value Assessment

Nebius provides superior value for small experiments and fine-tuning, where per-second/spot pricing minimizes waste on sub-hour jobs, offering 2-5x savings over Denvr's hourly minimums for prototyping teams. For large training runs (e.g., multi-day LLM pretraining), Denvr's efficiency from liquid cooling indirectly boosts value via lower effective TCO through reduced energy costs, despite coarser billing—ideal for 100+ GPU clusters. Production inference splits: batch workloads favor Nebius spots for cost variability, while real-time steady-state inference aligns with Denvr's predictable hourly rates and density. Overall, Nebius edges for budget-conscious, variable-scale ops (<$50k/month); Denvr for high-volume, sustainability-focused spends (>$100k/month) where PUE savings compound.

Use Case Comparison

LLM Training

Denvr recommended

Denvr

Denvr excels in large-scale LLM training via high-density, liquid-immersion cooled clusters enabling efficient multi-GPU scaling in private setups. Leading PUE reduces energy costs for week-long runs, suiting enterprises with Canadian residency needs and stable workloads, though per-hour billing lacks spot flexibility for interruptions.

Nebius

Nebius supports LLM training with managed K8s and spot instances for cost-effective scaling, but public transparency and per-second billing better suit variable cluster sizes. Broad compliance aids regulated training, yet may lag in raw density compared to immersion cooling for ultra-high utilization.

Batch Inference

Nebius recommended

Denvr

Denvr handles batch inference well in dense private clusters, with efficient cooling supporting high-throughput jobs. Hourly billing is straightforward for predictable batches, but lacks granularity for sporadic runs, potentially increasing costs for smaller enterprises.

Nebius

Nebius is optimized for batch inference via spot instances and per-second billing, allowing massive parallel jobs at reduced costs with managed orchestration. EU/US compliance ensures secure processing, ideal for variable batch volumes in production pipelines.

Real-time Inference

Either works

Denvr

Denvr suits real-time inference in dedicated high-density clusters, where immersion cooling maintains consistent performance under load. Private setups minimize latency variability, but hourly billing and limited small-scale access hinder agile deployments.

Nebius

Nebius enables real-time inference through managed K8s with flexible scaling and compliance (HIPAA/SOC 2), supporting low-latency services. Per-second billing optimizes always-on costs, though multi-tenancy may introduce minor jitter versus private clusters.

Fine-tuning & Experimentation

Nebius recommended

Denvr

Denvr is less ideal for fine-tuning due to private cluster focus excluding smaller users and per-hour billing wasting costs on short experiments. High-density suits iterative large-model tuning, but setup overhead limits rapid prototyping.

Nebius

Nebius thrives for experimentation with per-second/spot pricing minimizing costs for bursty fine-tuning runs. Managed services accelerate iteration for small teams, with strong compliance for sensitive data experiments.

Technical Comparison

Infrastructure

Denvr leverages bare-metal-like private clusters with 100% liquid immersion cooling for high-density GPU packing, modular data centers, and Canadian residency; lacks explicit managed K8s but supports custom orchestration. Networking/storage details sparse, focusing on efficiency over virtualization. Nebius provides virtualized/managed Kubernetes with EU/US data centers, robust storage options, and networking for AI workloads—emphasizing ease-of-use and compliance over raw density.

Performance

Denvr's immersion cooling enables superior sustained performance in dense multi-GPU (e.g., 8x H100) scaling with low thermal throttling, ideal for long training; PUE advantages yield indirect speedups via reliability. Nebius offers broad GPU availability (A100/H100) with strong K8s multi-node scaling, spot-enabled elasticity, but potential virtualization overhead; no direct benchmarks, though managed services reduce setup time for ML pipelines.

Frequently Asked Questions

Which provider offers spot instances for cost savings?▾

Nebius offers spot/preemptible instances, which can significantly reduce costs (typically 50-80% off on-demand prices) for interruptible workloads like batch processing and training with checkpoints. Denvr does not currently offer spot instances, so all usage is billed at on-demand rates. If cost optimization through spot instances is important for your workflow, Nebius would be the better choice.

What is the minimum billing increment for each provider?▾

Denvr bills per-hour, while Nebius bills per-second. Per-second billing from Nebius offers better cost efficiency for short experiments and iterative development, as you only pay for exactly what you use.

Which provider has better compliance certifications for enterprise use?▾

Denvr holds GDPR certification. Nebius holds SOC 2, HIPAA, GDPR, ISO 27001 certifications. For organizations with strict compliance requirements, Nebius offers more comprehensive coverage.

Which provider offers better development tools like Jupyter notebooks?▾

Both Denvr and Nebius offer built-in Jupyter notebook support, making it easy to start experimenting without additional setup. This is particularly valuable for data scientists and researchers who prefer interactive development environments. Additionally, Nebius offers web-based terminal access for quick debugging.

Which provider has better Kubernetes support for orchestration?▾

Both Denvr and Nebius support Kubernetes for container orchestration, enabling you to deploy scalable ML pipelines, manage distributed training jobs, and integrate with MLOps tools like Kubeflow. This is essential for teams running production workloads at scale.

What is each provider best suited for?▾

Denvr is best suited for Enterprises needing sustainable, high-density compute; Canadian data residency requirements. Nebius excels at Enterprises needing EU/US compliance and managed K8s. Understanding these specializations helps you choose the provider that aligns with your primary use case, though both can handle a variety of GPU computing needs.

Which provider offers reserved instances for long-term savings?▾

Both Denvr and Nebius offer reserved instance pricing for committed usage, typically providing 20-40% discounts compared to on-demand rates. Reserved instances are ideal for predictable, steady-state workloads like always-on inference services. For variable workloads, on-demand or spot instances may offer better flexibility.

Which provider offers better enterprise support?▾

Both Denvr and Nebius offer enterprise support tiers with dedicated assistance, faster response times, and potentially custom SLAs. Regarding SLAs: Denvr has no published SLA; Nebius offers SLA guarantees.

Which provider has better API and automation support?▾

Neither provider prominently advertises API access for automation. Check their documentation for programmatic instance management options.

Which provider has better container and Docker support?▾

Container support details are not prominently listed for either provider. Check their documentation for Docker and container runtime compatibility.

What unique features differentiate these providers?▾

Denvr's standout features include: Modular, liquid-immersion cooled data centers; Industry-leading Power Usage Effectiveness (PUE). Nebius's standout features include: Public company with transparency; Startup-like focus on AI. These differentiators may be decisive factors depending on your specific technical requirements and workflow preferences.

How do I get started with each provider?▾

To get started with Denvr, visit their website at https://www.denvrdata.com?utm_source=gpuperhour&utm_medium=referral to create an account and explore available GPU options. For Nebius, visit https://nebius.com?utm_source=gpuperhour&utm_medium=referral to sign up. Both providers typically offer some form of free credits or trial period for new users. We recommend starting with a small experiment to evaluate the platform's ease of use, instance launch times, and overall fit for your workflow before committing to larger workloads.