Amazon AWS vs UpCloud
Compare GPU pricing, features, and specifications between Amazon AWS and UpCloud cloud providers. Find the best deals for AI training, inference, and ML workloads.
Amazon AWS
Provider 1
UpCloud
Provider 2
Comparison Overview
GPU Pricing Comparison
| GPU Model ↑ | Amazon AWS Price | UpCloud Price | Price Diff ↕ | Sources |
|---|---|---|---|---|
A10 24GB VRAM • Amazon AWS | 4x GPU | Not Available | — | |
A10 24GB VRAM • | ||||
A100 PCIE 40GB VRAM • Amazon AWS | 8x GPU | Not Available | — | |
A100 PCIE 40GB VRAM • | ||||
A100 SXM 80GB VRAM • Amazon AWS | 8x GPU | Not Available | — | |
A100 SXM 80GB VRAM • | ||||
B200 192GB VRAM • Amazon AWS | 72x GPU | Not Available | — | |
B200 192GB VRAM • | ||||
H100 80GB VRAM • Amazon AWS | 8x GPU | Not Available | — | |
H100 80GB VRAM • | ||||
H200 141GB VRAM • Amazon AWS | 8x GPU | Not Available | — | |
H200 141GB VRAM • | ||||
HGX B300 288GB VRAM • Amazon AWS | 8x GPU | Not Available | — | |
HGX B300 288GB VRAM • | ||||
A10 24GB VRAM • Amazon AWS | 4x GPU | Not Available | — | |
A10 24GB VRAM • | ||||
A100 PCIE 40GB VRAM • Amazon AWS | 8x GPU | Not Available | — | |
A100 PCIE 40GB VRAM • | ||||
A100 SXM 80GB VRAM • Amazon AWS | 8x GPU | Not Available | — | |
A100 SXM 80GB VRAM • | ||||
B200 192GB VRAM • Amazon AWS | 72x GPU | Not Available | — | |
B200 192GB VRAM • | ||||
H100 80GB VRAM • Amazon AWS | 8x GPU | Not Available | — | |
H100 80GB VRAM • | ||||
H200 141GB VRAM • Amazon AWS | 8x GPU | Not Available | — | |
H200 141GB VRAM • | ||||
HGX B300 288GB VRAM • Amazon AWS | 8x GPU | Not Available | — | |
HGX B300 288GB VRAM • | ||||
Features Comparison
Amazon AWS
- Global Infrastructure
Extensive network of data centers across multiple regions worldwide
- Pay-as-you-go Pricing
Flexible pricing model with no upfront commitments required
- Advanced Security
Comprehensive security tools and compliance certifications
- Auto Scaling
Automatically adjust resources based on demand
- Integrated Services
Extensive ecosystem of services that work seamlessly together
- Developer Tools
Comprehensive suite of tools for development, deployment, and management
UpCloud
- Dedicated GPUs
No shared hardware — each GPU is always dedicated to a single server with full performance isolation
- 100% Renewable Energy
Helsinki data center powered entirely by renewable energy with up to 90% waste heat recovery for district heating
- European Data Sovereignty
GDPR-compliant infrastructure in Finland with strong jurisdictional protections and no third-party dependencies
- Zero-Cost Data Transfer
No egress fees — outbound data transfer is included at no extra cost
- Usage-Based Billing
Pay only for active compute time with hourly billing, no rigid contracts or long-term commitments required
Pros & Cons
Amazon AWS
Advantages
- Broad range of compute options including GPUs
- Highly scalable and reliable infrastructure
- Pay-as-you-go pricing with cost optimization tools
- Extensive global network of data centers
Considerations
- Complex pricing structure
- Steep learning curve for new users
- Potential for unexpected costs without proper management
UpCloud
Advantages
- 100% renewable energy with waste heat recovery — strong sustainability credentials
- Zero-cost egress eliminates surprise data transfer bills
- GDPR-compliant EU data sovereignty in Finland
- Dedicated GPUs with no shared hardware
Considerations
- GPU servers only available in Helsinki — no multi-region GPU presence
- Limited to NVIDIA L40S for public cloud (H200 NVL only via private cloud)
- No NVLink or MIG support — inter-GPU communication limited to PCIe 4.0
Compute Services
Amazon AWS
Amazon EC2
Virtual servers in the cloud with a wide range of instance types.
Amazon ECS
Fully managed container orchestration service.
- Support for Docker containers
- Integration with other AWS services
Amazon EKS
Managed Kubernetes service for container orchestration.
- Certified Kubernetes conformant
- Integrates with AWS networking and security services
UpCloud
GPU Servers
On-demand NVIDIA L40S GPU instances with dedicated hardware and AMD EPYC 9575F processors
Private Cloud GPUs
Dedicated private cloud infrastructure with NVIDIA L4, L40S, and H200 NVL GPUs
Pricing Options
Amazon AWS
On-Demand Instances
Pay for compute capacity by the second with no long-term commitments.
Spot Instances
Use spare EC2 capacity at up to 90% off the On-Demand price.
Reserved Instances
Save up to 72% compared to On-Demand pricing with a 1 or 3-year commitment.
Savings Plans
Save up to 72% on compute usage with a 1 or 3-year commitment to a consistent amount of usage.
UpCloud
On-Demand GPU Servers
Hourly billing for L40S GPU instances with no upfront commitment — pay only for active compute time
Private Cloud GPUs
Fixed monthly pricing for dedicated private cloud GPU infrastructure with L4, L40S, and H200 NVL
Getting Started
Amazon AWS
- 1
Sign up for AWS
Create an AWS account to access the cloud platform.
- 2
Choose a compute service
Select from EC2, Lambda, or container services based on your workload needs.
- 3
Launch an instance
Configure and launch your first compute instance or container.
- 4
Set up security
Configure security groups and access controls for your resources.
- 5
Monitor and optimize
Use AWS CloudWatch and Compute Optimizer to monitor performance and reduce costs.
UpCloud
- 1
Create an UpCloud account
Sign up at upcloud.com and complete account verification
- 2
Select a GPU server plan
Choose from 1x, 2x, or 3x L40S configurations with varying vCPU and RAM options
- 3
Deploy with AI/ML template
Use pre-configured GPU Ubuntu templates to get started quickly with CUDA and ML frameworks
- 4
Attach storage
Add block storage devices (1 GB–4 TB each) from any storage tier for your operating system and data
Support & Global Availability
Amazon AWS
Global Regions
30+ regions and 100+ availability zones worldwide.
Support
Basic (free), Developer, Business, Enterprise support plans with varying response times and features. Extensive documentation, forums, and training resources.
UpCloud
Global Regions
Helsinki, Finland (Telia Helsinki Data Center)
Support
Documentation, API reference, and support team available through the UpCloud control panel
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