7 Best Cloud GPU Rentals for AI & ML 2026: Real Prices

Training or running AI models needs serious GPU power, and buying an NVIDIA H100 server outright can cost more than a small team spends in years. Cloud GPU rentals solve that: you rent the GPU by the hour or minute, use it for training, fine-tuning or inference, and stop paying the moment you shut it down.

The hard part is comparing providers. One lists prices per GPU, another per instance, some bill in rupees, and marketplace prices change every hour. So for this cloud GPU pricing comparison, we checked each provider’s official pricing page or price API and compared what matters: real hourly prices for the T4, L4, A100 and H100, billing, scale, locations and who each platform suits.

Here are the 7 best cloud GPU rental platforms for AI and machine learning in 2026, from the cheapest cloud GPU marketplace to enterprise clouds with thousands of GPUs.

Quick answer: Lambda is the best value for H100 and B200 training at $3.99 per H100 GPU-hour, Vast.ai is the cheapest cloud GPU for experiments, and E2E Cloud is the best for teams in India. Pick AWS, Microsoft Azure or Google Cloud if you already run on that cloud, and Atlantic.Net for HIPAA-ready GPU hosting.

What Are Cloud GPU Rentals?

Cloud GPU rentals let you use NVIDIA GPUs in someone else’s data center over the internet. You launch a virtual machine or container with one or more GPUs attached, install your framework, run your AI or ML workload and pay only for the time it runs. It is the fastest way to rent a GPU for AI or rent a GPU for deep learning without buying hardware, power or cooling, and you can rent a GPU online in minutes.

Different GPUs suit different jobs, so it helps to know the main options before you compare prices:

GPU	Memory	Best For
NVIDIA T4	16GB	Light inference, small models and testing
NVIDIA L4 / L40S	24GB / 48GB	Inference, image generation and video
NVIDIA A100	40GB or 80GB	Training and fine-tuning mid-size models
NVIDIA H100 / H100 NVL	80GB / 94GB	Training and serving large language models
NVIDIA H200 / B200	141GB / 180GB+	The largest models and the fastest training

Need a full machine for months instead of hours? Our list of the best GPU server hosting covers dedicated GPU servers.

7 Best Cloud GPU Rental Platforms for AI & ML 2026

We compared cloud GPU rental platforms on hourly price, GPU range, billing, scale and locations. These are the 7 that came out on top:

⏰ TL;DR
1. E2E Cloud: Best Cloud GPU Rental in India
2. AWS: Best for Large-Scale Enterprise AI
3. Atlantic.Net: Best for HIPAA-Ready GPU Hosting
4. Microsoft Azure: Best for Microsoft-Based Teams
5. Google Cloud: Best for Vertex AI and Data Teams
6. Lambda: Best Value H100 and B200 for Training
7. Vast.ai: Cheapest GPU Rentals for Experiments

1. E2E Cloud: Best Cloud GPU Rental in India

E2E Cloud is the strongest choice if your users, data or customers are in India. E2E Networks is a Delhi-based, listed cloud company, and it rents NVIDIA GPUs from its own Indian data centers with prices shown in rupees, so there is no currency risk and data stays in the country.

The range is wide, from the T4 and L4 for inference up to the A100, H100, H200 and B200 for training large models, and you can launch 1, 2, 4 or 8 GPUs per node. Billing is per minute with no hidden fees, and the platform is MeitY empaneled and certified for SOC 2, ISO 27001, ISO 27017, ISO 27018 and PCI DSS.

An NVIDIA T4 costs ₹30 per GPU-hour, an L4 ₹49, an A100 80GB ₹189 and an H100 ₹379.05, before GST. Monthly and annual plans, volume discounts and enterprise pricing are quoted by the sales team.

Data center locations: Data centers in India, run by Delhi-based E2E Networks.

Read more: Our full E2E Cloud review covers its plans, features and support in detail.

Key Specification

• NVIDIA B200 to T4: 12 GPU models for training and inference.
• Per-Minute Billing: Pay only for the minutes your GPU runs.
• 1x to 8x GPUs: Scale from one GPU to a full 8-GPU node.
• Indian Data Centers: Low latency and data residency in India.
• MeitY Empaneled: Plus SOC 2, ISO 27001 and PCI DSS.

Pricing

E2E Cloud on-demand prices are per GPU-hour in INR and exclude GST.

GPU	vRAM	vCPUs & RAM	Price per Hour
NVIDIA T4	16GB	12 vCPU, 50GB	₹30
NVIDIA L4	24GB	25 vCPU, 110GB	₹49
NVIDIA A100	80GB	16 vCPU, 115GB	₹189
NVIDIA H100	80GB	26 vCPU, 250GB	₹379.05
NVIDIA H200	141GB	30 vCPU, 375GB	₹502.55

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2. AWS: Best for Large-Scale Enterprise AI

AWS is the default choice for companies that already run on Amazon’s cloud. Its EC2 GPU instances cover almost every NVIDIA GPU, from the T4 in the G4dn family and the L4 in G6 up to the A100 in P4d, the H100 in P5 and the B200 in P6, so you can match the instance to training, fine-tuning or inference.

The real strength is the ecosystem. You can train and deploy models on Amazon SageMaker, start from Deep Learning AMIs with drivers and frameworks already installed, and connect GPUs to S3, EKS and the rest of AWS. Spot Instances and Savings Plans lower the cost for flexible or steady workloads.

In the US East region, a g4dn.xlarge with one T4 costs $0.526 an hour, a g6.xlarge with one L4 costs $0.8048, a p5.4xlarge with one H100 costs $6.88 and a p5.48xlarge with eight H100s costs $55.04 on demand.

Data center locations: AWS regions worldwide, with GPU instance types varying by region.

Key Specification

• T4 to B200 Instances: G4dn, G6, G6e, P4d, P5 and P6 families.
• Amazon SageMaker: Train, tune and deploy models in one service.
• Deep Learning AMIs: Drivers and frameworks ready to use.
• Spot & Savings Plans: Big discounts for flexible or steady use.
• Global Regions: Run GPUs close to your users.

Pricing

AWS on-demand Linux prices per hour in US East (N. Virginia).

Instance	GPUs	vCPUs & RAM	Price per Hour
g4dn.xlarge	1x T4	4 vCPU, 16GiB	$0.526
g6.xlarge	1x L4	4 vCPU, 16GiB	$0.8048
p5.4xlarge	1x H100	16 vCPU, 256GiB	$6.88
p4d.24xlarge	8x A100	96 vCPU, 1,152GiB	$21.96
p5.48xlarge	8x H100	192 vCPU, 2,048GiB	$55.04

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3. Atlantic.Net: Best for HIPAA-Ready GPU Hosting

Atlantic.Net is the GPU host for teams that want enterprise NVIDIA hardware with a real support team behind it. As an NVIDIA Partner Network Cloud Partner, it rents L40S and H100 NVL GPUs as cloud servers or dedicated GPU servers, and a cloud GPU server can be running in about 60 seconds.

The NVIDIA L40S has 48GB of GDDR6 memory with ECC, which suits AI inference, image and video generation, 3D rendering and fine-tuning smaller models. The NVIDIA H100 NVL has 94GB of HBM3 memory with 3.9TB/s of bandwidth, which suits training and serving large language models.

On demand, the AL40S.192GB server with one L40S costs $1.668 an hour, and the AH100NVL.240GB server with one H100 NVL costs $3.941 an hour. Rates drop on 1-year and 3-year terms, as shown in the table below. Atlantic.Net says the hourly rate is the monthly price divided by 730 hours and that use beyond 730 hours in a month costs nothing extra, but its published hourly and monthly figures do not line up exactly, so confirm how billing works with sales before a long training run.

The L40S server includes 12TB of monthly transfer and the H100 NVL server includes 15TB, with unlimited inbound bandwidth and one IPv4 address. Outbound traffic beyond the included allowance costs $0.02 per GB, and optional daily backups cost 20% of the server price.

A standard GPU cloud server is not HIPAA compliant on its own. HIPAA-ready GPU hosting needs Atlantic.Net’s managed HIPAA GPU plans, which add specific configurations, security services such as a managed firewall and backups, and a Business Associate Agreement, or BAA, for workloads that handle patient data. Its fully managed Fortress H100 NVL plan costs $4,729.44 a month.

Data center locations: Atlantic.Net runs 8 data centers in the USA, Canada, the UK and Singapore. It does not publish GPU availability by location, so confirm which data center has L40S or H100 NVL capacity before you order.

Read more: Our full Atlantic.Net review covers its plans, features and support in detail.

Key Specification

• L40S with 48GB VRAM: Inference, image and video generation, and rendering.
• H100 NVL with 94GB VRAM: Training and serving large language models.
• 12TB to 15TB Transfer: Outbound overage costs $0.02 per GB.
• Managed HIPAA GPU Hosting: Specific configurations, security services and a BAA.
• 24/7/365 Support: From a hosting company running since 1994.

Pricing

Atlantic.Net GPU cloud prices per hour. On-demand rates have no commitment, and the discounted rates need a 1-year or 3-year term.

Plan	GPU & VRAM	vCPU, RAM, SSD & Transfer	On-Demand	1-Year	3-Year
AL40S.192GB	1x L40S, 48GB	32 vCPU, 192GB, 1,400GB, 12TB	$1.668/hr	$1.6488/hr	$1.5755/hr
AH100NVL.240GB	1x H100 NVL, 94GB	28 vCPU, 240GB, 2,400GB, 15TB	$3.941/hr	$3.7898/hr	$3.583/hr

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4. Microsoft Azure: Best for Microsoft-Based Teams

Azure makes the most sense when your company already runs on Microsoft. Its N-series virtual machines cover the T4 and A10 for inference, the A100 for training and the H100 for large models, and they connect directly to Azure Machine Learning and the rest of Microsoft’s tools.

Enterprise features are where Azure is strong, with a long list of compliance certifications, familiar Microsoft identity tools and the support contracts that big companies expect. Spot VMs cut the price a lot if your training job can handle interruptions.

In East US, an NC4as T4 v3 with one T4 costs $0.526 an hour, an NC24ads A100 v4 with one A100 costs $3.673, an NC40ads H100 v5 with one H100 costs $6.98, and an ND96isr H100 v5 with eight H100s costs $98.32 on demand.

Data center locations: Azure regions worldwide, with GPU VM sizes varying by region.

Key Specification

• N-Series GPU VMs: T4, A10, A100 and H100 sizes.
• Azure Machine Learning: Train and deploy models on GPU clusters.
• Enterprise Compliance: Built for regulated industries.
• Spot VMs: Lower prices for interruptible jobs.
• Global Regions: Run GPUs near your users and data.

Pricing

Azure pay-as-you-go Linux prices per hour in East US.

VM Size	GPUs	Price per Hour
NC4as T4 v3	1x T4	$0.526
NC24ads A100 v4	1x A100 80GB	$3.673
NC40ads H100 v5	1x H100	$6.98
ND96asr A100 v4	8x A100	$27.197
ND96isr H100 v5	8x H100	$98.32

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5. Google Cloud: Best for Vertex AI and Data Teams

Google Cloud is a strong pick for data teams that live in BigQuery and want to train and serve models on Vertex AI. On Compute Engine you can attach GPUs like the T4 to a normal VM, or choose accelerator-optimized machines with the L4, RTX PRO 6000, A100, H100, H200 and B200.

Google bills vCPUs, GPUs and memory with a 1-minute minimum, so short experiments stay cheap. Spot VMs offer discounts of up to 91% for jobs that can be interrupted, and sustained use discounts of up to 30% apply automatically on some resources when they run for a large part of the month.

In Iowa, a T4 costs $0.35 an hour to attach to a VM, a g2-standard-4 with one L4 costs $0.7068, an a2-highgpu-1g with one A100 40GB costs $3.673 and an a3-highgpu-8g with eight H100s costs $88.49 on demand.

Data center locations: Google Cloud regions worldwide, with GPU types varying by region.

Key Specification

• T4 to B200 GPUs: Attach a GPU or pick an accelerator machine.
• Vertex AI: Train, tune and serve models in one place.
• 1-Minute Minimum: Short tests stay cheap.
• Spot VMs: Up to 91% off for interruptible jobs.
• Sustained Use Discounts: Up to 30% off for long-running work.

Pricing

Google Cloud on-demand prices per hour in Iowa (us-central1).

Machine	GPUs	vCPUs & Memory	Price per Hour
T4 attached	1x T4	Plus VM cost	$0.35
g2-standard-4	1x L4	4 vCPU, 16GiB	$0.7068
a2-highgpu-1g	1x A100 40GB	12 vCPU, 85GiB	$3.673
a2-ultragpu-1g	1x A100 80GB	12 vCPU, 170GB	$5.069
a3-highgpu-8g	8x H100	208 vCPU, 1,871GB	$88.49

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6. Lambda: Best Value H100 and B200 for Training

Lambda is built only for AI, and that focus shows in its prices and setup. Instances come with Lambda Stack, which has PyTorch, TensorFlow, CUDA and drivers ready to go, so you can start training within minutes of launching a GPU.

Pricing is simple and listed per GPU-hour. You can rent 1, 2, 4 or 8 GPUs per instance on a first-come basis, and when one machine is not enough, 1-Click Clusters give you 16 to more than 2,000 B200 or H100 GPUs for 2 weeks to a year.

On 8-GPU instances, a V100 costs $0.79 per GPU-hour, an A100 40GB $1.99, an A100 80GB $2.79, an H100 SXM $3.99 and a B200 $6.69, plus applicable tax.

Data center locations: Lambda data centers in the USA.

Key Specification

• B200, H100, A100 & V100: Instances from 1 to 8 GPUs.
• Per-GPU-Hour Pricing: Easy to compare and budget.
• Lambda Stack: PyTorch, TensorFlow and CUDA ready.
• 1-Click Clusters: 16 to 2,000+ GPUs for big training runs.
• Reserved Capacity: Lower prices on longer commitments.

Pricing

Lambda on-demand prices per GPU-hour on 8-GPU instances, plus applicable tax.

GPU	VRAM per GPU	Price per GPU-Hour
NVIDIA Tesla V100	16GB	$0.79
NVIDIA A100 SXM	40GB	$1.99
NVIDIA A100 SXM	80GB	$2.79
NVIDIA H100 SXM	80GB	$3.99
NVIDIA B200 SXM6	180GB	$6.69

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7. Vast.ai: Cheapest GPU Rentals for Experiments

Vast.ai works like a marketplace rather than a classic cloud. Data centers and independent hosts list their GPUs, and prices move with supply and demand, so you often pay a fraction of what the big clouds charge for the same card.

You can choose from consumer cards like the RTX 3090, 4090 and 5090 up to data center GPUs like the A100, H100, H200 and B200, and rent them on demand, as cheaper interruptible instances or reserved. Every GPU shows its live price and 30 or 90-day price history, so you can see whether today is a good time to rent.

At the time of checking, the lowest live offers were about $0.07 an hour for an RTX A4000, $0.16 for an RTX 4090, $0.40 for an A100 SXM4 and $1.73 for an H100 SXM, with median prices higher. Always check the live price before you rent.

Data center locations: 40+ data centers and independent hosts around the world.

Key Specification

• Live GPU Marketplace: Prices set by supply and demand.
• Consumer to Data Center GPUs: RTX 3090 and 4090 up to H200 and B200.
• On-Demand or Interruptible: Pay less when your job can restart.
• 40+ Data Centers: Plus independent hosts worldwide.
• Price History: See 30 and 90-day trends before you rent.

Pricing

Vast.ai live marketplace prices per GPU-hour, checked on October 21, 2026. They change constantly.

GPU	VRAM	Lowest Offer	Median
RTX A4000	16GB	$0.07	$0.13
RTX 4090	24GB	$0.16	$0.60
A100 SXM4	80GB	$0.40	$0.80
H100 SXM	80GB	$1.73	$2.40
H200	141GB	$2.76	$4.61

Cloud GPU Rentals Comparison: Price, GPUs & Billing

Here is how each cloud GPU rental platform compares on starting price, top GPUs, billing and the kind of team it suits best:

Provider	Starting Price	Top GPUs	Billing	Best For
E2E Cloud	₹30/hr, T4	B200, H200, H100	Per minute	Indian startups and enterprises
AWS	$0.526/hr, T4	B200, H100, A100	Per second	AWS-based enterprises
Atlantic.Net	$1.668/hr, L40S	H100 NVL, L40S	Hourly, 1 and 3-year discounts	Healthcare and regulated AI
Microsoft Azure	$0.526/hr, T4	H100, A100	Per second	Microsoft-based enterprises
Google Cloud	$0.35/hr, T4	B200, H200, H100	Per second, 1-minute minimum	Data and analytics teams
Lambda	$0.79/hr, V100	B200, H100, A100	Per GPU-hour	AI startups and researchers
Vast.ai	From $0.07/hr	B200, H200, H100	Live market rate	Budget training and testing

H100 Rental Price per Hour Compared

The NVIDIA H100 is the GPU most teams compare for training large models, so here is the H100 rental price per hour on each platform, using on-demand prices:

Provider	H100 Price per Hour
E2E Cloud	₹379.05 per GPU
AWS	$6.88 for 1 GPU, $55.04 for 8
Atlantic.Net	$3.941 for H100 NVL on demand
Microsoft Azure	$6.98 for 1 GPU, $98.32 for 8
Google Cloud	$88.49 for 8
Lambda	$3.99 per GPU
Vast.ai	From $1.73, median $2.40

Note: The big clouds sell H100s mainly in 8-GPU machines, so $55.04 on AWS works out to $6.88 per GPU, while Lambda charges $3.99 per GPU and Vast.ai marketplace offers start lower still. E2E Cloud prices are in INR before GST, and Atlantic.Net uses the H100 NVL with 94GB of memory.

Cloud GPU Data Center Locations Compared

Where your GPU runs affects latency, data rules and sometimes price. Here is where each platform rents GPUs:

Provider	Coverage	Where You Can Rent GPUs
E2E Cloud	India	Data centers in India, run by Delhi-based E2E Networks
AWS	Global	AWS regions worldwide, with GPU instance types varying by region
Atlantic.Net	8 regions	Atlantic.Net runs data centers in the USA, Canada, the UK and Singapore, and confirms GPU availability by location when you order
Microsoft Azure	Global	Azure regions worldwide, with GPU VM sizes varying by region
Google Cloud	Global	Google Cloud regions worldwide, with GPU types varying by region
Lambda	USA	Lambda data centers in the USA
Vast.ai	40+	40+ data centers and independent hosts around the world

Tip: On AWS, Azure and Google Cloud, not every region has every GPU, so check that the GPU you need is available in your region before you plan a project.

Best Cloud GPU for Every AI and ML Use Case

Find your situation below and start with the GPU cloud for machine learning next to it:

If You Need…	Best Pick	Why
The cheapest cloud GPU for tests	Vast.ai	Marketplace offers from a few cents an hour
To rent H100 GPUs for training	Lambda	$3.99 per H100 GPU-hour with ML tools ready
GPUs in India priced in rupees	E2E Cloud	Indian data centers and per-minute billing
An enterprise AI platform	AWS	SageMaker, Spot Instances and global regions
Microsoft tools and compliance	Microsoft Azure	Azure ML and enterprise certifications
AI on top of BigQuery data	Google Cloud	Vertex AI with Spot VMs up to 91% off
HIPAA-ready GPU hosting	Atlantic.Net	Managed HIPAA GPU plans with a BAA
Cheap inference on a T4 or L4	Google Cloud	T4 from $0.35 and L4 from $0.7068 an hour
Clusters of 16 to 2,000+ GPUs	Lambda	1-Click Clusters with B200 or H100

Building a healthcare AI product? Pair your GPU provider with our guide to the best HIPAA compliant hosting.

On-Demand vs Spot vs Reserved GPU Pricing

The hourly price is only part of the story. How you rent the GPU can change the bill a lot:

Pricing Model	How It Works	Best For	Offered By
On-demand	Pay by the hour, minute or second with no commitment	Short projects and testing	All 7 providers
Spot or interruptible	Much cheaper, but the GPU can be taken back	Training jobs that save checkpoints	AWS, Azure, Google Cloud, Vast.ai
Reserved or committed	Lower rate for 1 or 3 years, or a set period	Steady, long-running workloads	AWS, Azure, Google Cloud, Lambda, Atlantic.Net, E2E Cloud

Pro Tip: Save checkpoints often and run training on spot or interruptible GPUs. If the GPU is taken back, you restart from the last checkpoint and still pay far less than on-demand.

How to Choose the Best Cloud GPU Rental in 2026

Use these points to pick the right GPU rental for AI projects, from a weekend experiment to a production model:

• GPU Memory: Your model and batch size must fit in GPU memory, so large language models usually need an A100 80GB, H100 or bigger.
• Price per GPU-Hour: Divide instance prices by the number of GPUs so you compare the same thing across providers.
• Billing Increment: When you rent a GPU by the hour, per-second or per-minute billing still saves money on short tests.
• Spot and Reserved Options: Interruptible GPUs are cheapest for flexible jobs, and commitments lower the cost of steady work.
• Availability: Popular GPUs like the H100 sell out, so check that the GPU is actually available when you need it.
• Data Location and Compliance: Pick a region that meets your data rules, such as India with E2E Cloud or HIPAA hosting with Atlantic.Net.
• Software and Tools: Ready images with CUDA, PyTorch and drivers save hours of setup.

Want a full server for AI work instead of hourly rentals? Read our guide to the best GPU server for AI and machine learning. If your app also needs regular servers, compare the best cloud VPS hosting too.

FAQ – Best Cloud GPU Rentals for AI & ML 2026

Conclusion – Best Cloud GPU Rentals for AI & ML 2026

The best cloud GPU rental is the one that gives you the right GPU, at a fair price per hour, when you actually need it. Hourly prices for the same H100 vary several times over between platforms, so comparing per GPU-hour is the single best way to avoid overpaying.

For training on H100 or B200 GPUs at a fair price, start with Lambda. For quick experiments on a tight budget, Vast.ai is hard to beat, and teams in India get local data centers and rupee pricing with E2E Cloud.

If your company already runs on a big cloud, stay close to your data with AWS, Microsoft Azure or Google Cloud, and use spot GPUs to keep costs down. For healthcare and other regulated AI work, Atlantic.Net offers managed HIPAA GPU hosting with a BAA and real 24/7 support.

Whichever platform you choose, start small, measure how long your jobs really take, and only then commit to reserved GPUs. Running AI on a dedicated machine instead? Compare the best GPU server hosting providers next.

In Short, These are the Best Cloud GPU Rentals for AI & ML in 2026

S. No	Provider	Best For	Starting Price	Visit
1	E2E Cloud	GPU rental in India	₹30/hr	Try Now
2	AWS	Enterprise AI at scale	$0.526/hr	Try Now
3	Atlantic.Net	HIPAA-ready GPU servers	$1.668/hr	Try Now
4	Microsoft Azure	Microsoft ecosystem AI	$0.526/hr	Try Now
5	Google Cloud	Vertex AI and data teams	$0.35/hr	Try Now
6	Lambda	Value H100 training	$0.79/hr	Try Now
7	Vast.ai	Cheapest GPU experiments	From $0.07/hr	Try Now