Google Cloud
Google Cloud Platform offers GPU-accelerated compute through Compute Engine VMs, GKE, and serverless Cloud Run across 40+ global regions. It provides the full NVIDIA GPU stack from T4 inference cards to GB300 Blackwell Superchips, plus Google's proprietary TPUs. GCP also offers serverless GPU via Cloud Run with sub-5-second cold starts.
GPU Hardware
| GPU Models | NVIDIA T4 (16GB) NVIDIA L4 (24GB) NVIDIA A100 40GB NVIDIA A100 80GB NVIDIA H100 SXM (80GB) NVIDIA H200 SXM (141GB) NVIDIA B200 (180GB) NVIDIA RTX PRO 6000 (96GB) |
| Max VRAM | 180 GB |
| Max GPUs per Instance | 8 |
| Interconnect | NVLink |
| Multi-Node Training | N/A |
Pricing
| Starting Price | $0.35/hr |
| Billing Granularity | Per-second |
| Spot/Preemptible | N/A |
| Reserved Discounts | Yes (1-year 28% off, 3-year 46% off) |
| Free Credits | $300 free credit for 90 days |
| Egress Fees | $0.08-$0.12/GB (tiered) |
| Storage | Persistent Disk HDD $0.04/GB/mo, SSD $0.17/GB/mo, Local NVMe included, Cloud Storage (GCS) |
GPU Pricing (On-Demand per GPU/hr, us-central1)
| GPU Model | VRAM | On-Demand | Spot |
|---|---|---|---|
| NVIDIA T4 | 16 GB | $0.35 | $0.14 |
| NVIDIA L4 | 24 GB | $0.56 | $0.22 |
| NVIDIA RTX PRO 6000 | 96 GB | $1.10 | $0.44 |
| NVIDIA A100 40GB | 40 GB | $2.93 | $1.15 |
| NVIDIA A100 80GB | 80 GB | $3.93 | $1.57 |
| NVIDIA H100 SXM | 80 GB | $9.80 | $2.25 |
| NVIDIA H200 SXM | 141 GB | $9.31 | $3.72 |
Per-second billing (1-min minimum). Spot VMs save 60-91%. Committed Use Discounts: 28% (1-year) or 46% (3-year). Serverless GPU via Cloud Run: L4 and RTX PRO 6000 with scale-to-zero. B200/GB200/GB300 pricing requires contacting sales.
Infrastructure
| Regions | 40+ regions globally (T4: 20+ regions, A100: 8 regions, H100: 12+ regions, H200: 10 regions) |
| Uptime SLA | 99.99% |
| Serverless / Autoscaling | N/A |
| Private Networking / VPC | N/A |
Developer Experience
| Pre-installed Frameworks | TensorFlow PyTorch JAX Hugging Face DeepSpeed vLLM Ray NVIDIA NIM Vertex AI |
| Docker Support | N/A |
| SSH Access | N/A |
| Jupyter Notebooks | N/A |
| API / CLI | N/A |
| Setup Time | Minutes |
| Kubernetes Support | N/A |
| Custom Images / Templates | N/A |
| Persistent Storage | N/A |
Business Terms
| Min Commitment | None |
| Compliance | SOC 1/2/3 ISO 27001/27017/27018/27701 HIPAA FedRAMP PCI DSS CSA STAR GDPR FIPS 140-2 |
| Best For | Enterprise AI/ML at scale serverless GPU inference multi-cloud Kubernetes TPU-based training |
| Support Channels | Free Community Forums Standard ($29/mo) Enhanced (~$500/mo) Premium (custom 15-min P1 SLA) |
| Payment Methods | Credit/Debit Cards ACH Wire Transfer Invoice Billing |
How does it compare?
Compare Google Cloud against other cloud GPU providers.
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