What is the difference between Google Cloud and Hugging Face?

Google Cloud and Hugging Face are both cloud GPU providers offering different pricing models, features, and GPU availability. Use our comparison tool to see real-time pricing and feature differences.

Which is cheaper: Google Cloud or Hugging Face?

Pricing varies by GPU model and usage requirements. Check our real-time comparison table to find the best deals for your specific needs.

Can I switch between Google Cloud and Hugging Face?

Yes, both providers offer flexible cloud GPU services. However, consider factors like data transfer costs, setup time, and specific features when switching between providers.

How many GPU models are available for comparison?

We track pricing for 11 different GPU models across both Google Cloud and Hugging Face, with 0 models available from both providers.

Google Cloud vs Hugging Face

Compare GPU and LLM inference API pricing between Google Cloud and Hugging Face. Find the best rates for AI training, inference, and ML workloads.

Google Cloud

Provider 1

GPUs Available

Visit Website

Hugging Face

Provider 2

GPUs Available

Visit Website

Comparison Overview

Total GPU Models

Google Cloud GPUs

Hugging Face GPUs

Direct Comparisons

Average Price Difference: $1.30/hour between comparable GPUs

GPU Pricing Comparison

Total GPUs: 11Both available: 6Google Cloud: 9Hugging Face: 8

Showing 11 of 11 GPUs

Last updated: 11/12/2026, 10:18:08 AM

GPU Model ↑	Google Cloud Price	Hugging Face Price	Price Diff ↕	Sources
A10 24GB VRAM • Hugging Face	Not Available	$1.00/hr★ Best	—	Hugging Face Inference Endpoints
A10 24GB VRAM • Not Available Hugging Face $1.00/hour Updated: 11/12/2026 ★Best Price Hugging Face Inference Endpoints
A100 SXM 40GB 40GB VRAM • Google Cloud	$1.22/hr★ Best 16x GPU	Not Available	—	Google Cloud
A100 SXM 40GB 40GB VRAM • Google Cloud $1.22/hour 16x GPU configuration Updated: 11/12/2026 ★Best Price Not Available Google Cloud
A100 SXM 80GB 80GB VRAM • Google CloudHugging Face	$3.04/hr	$2.50/hr★ Best	↑+$0.54(+21.4%)	Google Cloud Hugging Face Inference Endpoints
A100 SXM 80GB 80GB VRAM • Google Cloud $3.04/hour Updated: 11/12/2026 Hugging Face $2.50/hour Updated: 11/12/2026 ★Best Price Price Difference:↑+$0.54(+21.4%) Google Cloud Hugging Face Inference Endpoints
B200 180GB VRAM • Google Cloud	$5.45/hr★ Best 8x GPU	Not Available	—	Google Cloud
B200 180GB VRAM • Google Cloud $5.45/hour 8x GPU configuration Updated: 11/12/2026 ★Best Price Not Available Google Cloud
H100 SXM 80GB VRAM • Google CloudHugging Face	$4.86/hr★ Best 8x GPU	$10.00/hr	↓$5.14(51.4%)	Google Cloud Hugging Face Inference Endpoints
H100 SXM 80GB VRAM • Google Cloud $4.86/hour 8x GPU configuration Updated: 11/12/2026 ★Best Price Hugging Face $10.00/hour Updated: 11/12/2026 Price Difference:↓$5.14(51.4%) Google Cloud Hugging Face Inference Endpoints
H200 SXM 141GB VRAM • Google CloudHugging Face	$4.65/hr★ Best 8x GPU	$5.00/hr	↓$0.35(7.0%)	Google Cloud Hugging Face Inference Endpoints
H200 SXM 141GB VRAM • Google Cloud $4.65/hour 8x GPU configuration Updated: 11/12/2026 ★Best Price Hugging Face $5.00/hour Updated: 11/12/2026 Price Difference:↓$0.35(7.0%) Google Cloud Hugging Face Inference Endpoints
L4 24GB VRAM • Google CloudHugging Face	$0.32/hr★ Best	$0.70/hr	↓$0.38(54.6%)	Google Cloud Hugging Face Inference Endpoints
L4 24GB VRAM • Google Cloud $0.32/hour Updated: 11/12/2026 ★Best Price Hugging Face $0.70/hour Updated: 11/12/2026 Price Difference:↓$0.38(54.6%) Google Cloud Hugging Face Inference Endpoints
L40S 48GB VRAM • Hugging Face	Not Available	$1.80/hr★ Best	—	Hugging Face Inference Endpoints
L40S 48GB VRAM • Not Available Hugging Face $1.80/hour Updated: 11/12/2026 ★Best Price Hugging Face Inference Endpoints
RTX PRO 6000 96GB VRAM • Google CloudHugging Face	$1.72/hr★ Best	$2.75/hr	↓$1.03(37.5%)	Google Cloud Hugging Face Inference Endpoints
RTX PRO 6000 96GB VRAM • Google Cloud $1.72/hour Updated: 11/12/2026 ★Best Price Hugging Face $2.75/hour Updated: 11/12/2026 Price Difference:↓$1.03(37.5%) Google Cloud Hugging Face Inference Endpoints
Tesla T4 16GB VRAM • Google CloudHugging Face	$0.16/hr★ Best	$0.50/hr	↓$0.34(68.0%)	Google Cloud Hugging Face Inference Endpoints
Tesla T4 16GB VRAM • Google Cloud $0.16/hour Updated: 11/12/2026 ★Best Price Hugging Face $0.50/hour Updated: 11/12/2026 Price Difference:↓$0.34(68.0%) Google Cloud Hugging Face Inference Endpoints
Tesla V100 32GB VRAM • Google Cloud	$1.12/hr★ Best	Not Available	—	Google Cloud
Tesla V100 32GB VRAM • Google Cloud $1.12/hour Updated: 11/12/2026 ★Best Price Not Available Google Cloud

A10 24GB VRAM • Hugging Face	Not Available	$1.00/hr★ Best	—	Hugging Face Inference Endpoints
A10 24GB VRAM • Not Available Hugging Face $1.00/hour Updated: 11/12/2026 ★Best Price Hugging Face Inference Endpoints
A100 SXM 40GB 40GB VRAM • Google Cloud	$1.22/hr★ Best 16x GPU	Not Available	—	Google Cloud
A100 SXM 40GB 40GB VRAM • Google Cloud $1.22/hour 16x GPU configuration Updated: 11/12/2026 ★Best Price Not Available Google Cloud
A100 SXM 80GB 80GB VRAM • Google CloudHugging Face	$3.04/hr	$2.50/hr★ Best	↑+$0.54(+21.4%)	Google Cloud Hugging Face Inference Endpoints
A100 SXM 80GB 80GB VRAM • Google Cloud $3.04/hour Updated: 11/12/2026 Hugging Face $2.50/hour Updated: 11/12/2026 ★Best Price Price Difference:↑+$0.54(+21.4%) Google Cloud Hugging Face Inference Endpoints
B200 180GB VRAM • Google Cloud	$5.45/hr★ Best 8x GPU	Not Available	—	Google Cloud
B200 180GB VRAM • Google Cloud $5.45/hour 8x GPU configuration Updated: 11/12/2026 ★Best Price Not Available Google Cloud
H100 SXM 80GB VRAM • Google CloudHugging Face	$4.86/hr★ Best 8x GPU	$10.00/hr	↓$5.14(51.4%)	Google Cloud Hugging Face Inference Endpoints
H100 SXM 80GB VRAM • Google Cloud $4.86/hour 8x GPU configuration Updated: 11/12/2026 ★Best Price Hugging Face $10.00/hour Updated: 11/12/2026 Price Difference:↓$5.14(51.4%) Google Cloud Hugging Face Inference Endpoints
H200 SXM 141GB VRAM • Google CloudHugging Face	$4.65/hr★ Best 8x GPU	$5.00/hr	↓$0.35(7.0%)	Google Cloud Hugging Face Inference Endpoints
H200 SXM 141GB VRAM • Google Cloud $4.65/hour 8x GPU configuration Updated: 11/12/2026 ★Best Price Hugging Face $5.00/hour Updated: 11/12/2026 Price Difference:↓$0.35(7.0%) Google Cloud Hugging Face Inference Endpoints
L4 24GB VRAM • Google CloudHugging Face	$0.32/hr★ Best	$0.70/hr	↓$0.38(54.6%)	Google Cloud Hugging Face Inference Endpoints
L4 24GB VRAM • Google Cloud $0.32/hour Updated: 11/12/2026 ★Best Price Hugging Face $0.70/hour Updated: 11/12/2026 Price Difference:↓$0.38(54.6%) Google Cloud Hugging Face Inference Endpoints
L40S 48GB VRAM • Hugging Face	Not Available	$1.80/hr★ Best	—	Hugging Face Inference Endpoints
L40S 48GB VRAM • Not Available Hugging Face $1.80/hour Updated: 11/12/2026 ★Best Price Hugging Face Inference Endpoints
RTX PRO 6000 96GB VRAM • Google CloudHugging Face	$1.72/hr★ Best	$2.75/hr	↓$1.03(37.5%)	Google Cloud Hugging Face Inference Endpoints
RTX PRO 6000 96GB VRAM • Google Cloud $1.72/hour Updated: 11/12/2026 ★Best Price Hugging Face $2.75/hour Updated: 11/12/2026 Price Difference:↓$1.03(37.5%) Google Cloud Hugging Face Inference Endpoints
Tesla T4 16GB VRAM • Google CloudHugging Face	$0.16/hr★ Best	$0.50/hr	↓$0.34(68.0%)	Google Cloud Hugging Face Inference Endpoints
Tesla T4 16GB VRAM • Google Cloud $0.16/hour Updated: 11/12/2026 ★Best Price Hugging Face $0.50/hour Updated: 11/12/2026 Price Difference:↓$0.34(68.0%) Google Cloud Hugging Face Inference Endpoints
Tesla V100 32GB VRAM • Google Cloud	$1.12/hr★ Best	Not Available	—	Google Cloud
Tesla V100 32GB VRAM • Google Cloud $1.12/hour Updated: 11/12/2026 ★Best Price Not Available Google Cloud

LLM API Pricing Comparison

Total models: 14Both available: 0Google Cloud: 14Hugging Face: 0

Showing 14 of 14 models

Prices per 1M tokens · Last updated: 11/12/2026, 10:18:08 AM

Model ↑	Google Cloud	Hugging Face	Input Diff ↕
Gemini 2.0 Flash Google	$0.150 in $0.600 out	Not available	—
Gemini 2.0 Flash-Lite Google	$0.075 in $0.300 out	Not available	—
Gemini 2.5 Flash Google	$0.300 in $2.50 out	Not available	—
Gemini 2.5 Flash Lite Google	$0.100 in $0.400 out	Not available	—
Gemini 2.5 Pro Google	$1.25 in $10.00 out	Not available	—
Gemini 3.1 Flash Lite Google	$0.250 in $1.50 out	Not available	—
Gemini 3.1 Pro Google	$2.00 in $12.00 out	Not available	—
Gemini 3.5 Flash Google	$1.50 in $9.00 out	Not available	—
Gemini 3.5 Flash-Lite Google	$0.300 in $2.50 out	Not available	—
Gemini 3.6 Flash Google	$0.750 in $3.75 out	Not available	—
Gemini 3.7 Flash Google	$0.750 in $3.75 out	Not available	—
Gemini 3.8 Flash Google	$0.750 in $3.75 out	Not available	—
Gemini 4 Argon Google	$2.00 in $10.00 out	Not available	—
Gemini 4 Carbon Google	$2.00 in $10.00 out	Not available	—

Features Comparison

Google Cloud

Compute Engine
Scalable virtual machines with a wide range of machine types, including GPUs.
Google Kubernetes Engine (GKE)
Managed Kubernetes service for deploying and managing containerized applications.
Cloud Functions
Event-driven serverless compute platform.
Cloud Run
Fully managed serverless platform for containerized applications.
Vertex AI
Unified ML platform for building, deploying, and managing ML models.
Spot VMs
Spare compute capacity at discounted Spot prices, suitable for fault-tolerant workloads that can be interrupted.

Hugging Face

Inference Endpoints
Dedicated deployments of Hub models on NVIDIA GPUs (T4 to B200 and RTX PRO 6000) on AWS or Google Cloud, with a choice of region and 1 to 8 GPUs; AWS Inferentia2 and Google TPU v5e instances are also offered
Inference Providers
One API and token for models served by partner providers such as Together, Fireworks, Groq, Cerebras, Novita and DeepInfra, billed at each provider's rate with no Hugging Face markup
Model Hub
Hosting for open models, datasets, and Spaces demo apps
Autoscaling
Endpoints scale replicas with traffic and can scale to zero

Pros & Cons

Google Cloud

Advantages

Flexible pricing options, including sustained use discounts
Strong AI and machine learning tools (Vertex AI)
Good integration with other Google services
Mature managed Kubernetes offering (GKE)

Considerations

Limited availability in some regions compared to AWS
Complexity in managing resources
Support can be costly

Hugging Face

Advantages

Deploy any compatible Hub model to dedicated GPUs without managing infrastructure
Choice of cloud and region per endpoint
Inference Providers adds no markup over partner rates
Monthly inference credits on free and PRO accounts

Considerations

Endpoint GPU rates are above raw cloud rental for the same card
GPU availability differs by cloud and region
Inference Providers rates are the partners' rates, so costs vary with the provider a request is routed to

Compute Services

Google Cloud

Compute Engine

Offers customizable virtual machines running in Google's data centers.

Google Kubernetes Engine (GKE)

Managed Kubernetes service for running containerized applications.

Automated Kubernetes operations
Integration with Google Cloud services

Cloud Functions

Serverless compute platform for running code in response to events.

Automatic scaling and high availability
Pay only for the compute time consumed

Hugging Face

Pricing Options

Google Cloud

On-Demand

Pay for vCPUs, GPUs, and memory with a one-minute minimum and per-second billing thereafter, with no long-term commitments.

Sustained Use Discounts

Automatic discounts for running instances for a significant portion of the month.

Resource-based Committed Use Discounts

Discounted rates in exchange for a 1-year or 3-year commitment to a minimum level of resource usage in a region, and combinable with reservations.

Compute Flexible Committed Use Discounts

Spend-based commitments that apply across eligible machine families and regions rather than to specific resources.

Spot VMs

Spare capacity at discounted Spot prices for fault-tolerant workloads that can be preempted.

Hugging Face

Inference Endpoints

Per hour of GPU instance time, billed by the minute

Inference Providers

Pass-through of the partner provider's per-token rate

Enterprise

Team and Enterprise Hub plans with managed billing

Getting Started

Google Cloud

Get Started

1
Create a Google Cloud project
Set up a project in the Google Cloud Console.
2
Enable billing
Set up a billing account to pay for resource usage.
3
Choose a compute service
Select Compute Engine, GKE, Cloud Functions, or Cloud Run based on your needs.
4
Create and configure an instance
Launch a VM instance, configure a Kubernetes cluster, or deploy a function/application.
5
Manage resources
Use the Cloud Console, command-line tools, or APIs to manage your resources.

Hugging Face

Get Started

1
Create an account
Sign up at huggingface.co and add a payment method
2
Deploy an endpoint
Pick a model, cloud, region, and GPU instance in the Inference Endpoints console
3
Or use Inference Providers
Call a model through the router with a Hugging Face access token

Support & Global Availability

Google Cloud

Global Regions

40+ regions and 120+ zones worldwide.

Support

Role-based (free), Standard, Enhanced and Premium support plans. Comprehensive documentation, community forums, and training resources.

Hugging Face

Support

Documentation, community forums, and paid support on Enterprise plans