{
 "generated_at": "2026-11-04T17:37:14Z",
 "unit": "USD per GPU-hour, list or spot price. basis=instance_share (AWS Spot: spot): AWS and Azure = instance price divided by GPUs per instance; Google Cloud = GPU SKU + per-GPU share of the machine type's vCPU and memory SKUs (excludes local SSD, disks, licences)",
 "basis_values": {
  "instance_share": "price per GPU including a share of the instance's vCPU and memory",
  "spot": "AWS Linux spot instance price / GPUs, including vCPU and memory"
 },
 "counting": "Official list and spot prices from Azure Retail Prices, AWS Price List, AWS EC2 Spot and Google Cloud Billing Catalog. Negotiated discounts, savings plans, committed use, reservations and credits are not included. Marketplaces such as Vast or RunPod are not included. Spot prices (AWS, Azure and Google Cloud; Google calls them Spot Preemptible) are for capacity that the provider can reclaim at short notice. They are not a price for a job that must finish. Prices exclude storage, network egress, licences and any support plan. Price basis (instance_share; AWS Spot rows: spot): AWS and Azure rows are the instance price divided by the number of GPUs in that instance, so they include the instance's vCPUs and memory. Google Cloud sells the GPU, vCPUs and memory as separate items, so a Google row is the GPU price plus the per-GPU share of the vCPU and memory prices of the named machine type (A2, A3, G2, or an N1 machine for T4). Local SSD bundled with some Google machine types, boot disks and licences are not included. Google regions are GCP region names. Google rows are limited to the regions Google lists for that GPU (its GPU regions and zones page); zones vary inside a region, so confirm the zone when you launch. For each provider, region and chip the page lists the lowest on-demand size; AWS Spot has a separate lowest-spot row. latest.json carries every size. AWS Spot dates are observation dates, not price-change times; refreshes are daily. No price is blended or averaged across chips, sizes, regions or providers.",
 "sources": {
  "azure": {
   "status": "ok",
   "checked_at": "2026-11-04T17:37:14Z",
   "last_ok": "2026-11-04T17:37:14Z",
   "regions": [
    "eastus",
    "westus2",
    "westeurope",
    "southeastasia",
    "southcentralus"
   ]
  },
  "gcp": {
   "status": "ok",
   "checked_at": "2026-11-04T17:37:14Z",
   "last_ok": "2026-11-04T17:37:14Z",
   "basis": "instance_share"
  },
  "aws": {
   "status": "ok",
   "errors": {},
   "stale_regions": [],
   "regions": [
    "us-east-1",
    "us-west-2",
    "eu-west-1",
    "ap-southeast-1"
   ],
   "last_ok": "2026-11-04T17:37:41Z",
   "checked_at": "2026-11-04T17:37:14Z",
   "publication_date": "2026-11-03"
  },
  "aws_spot": {
   "status": "ok",
   "last_ok": "2026-11-04T17:39:03Z",
   "attempted_at": "2026-11-04T17:39:03Z",
   "source": "AWS EC2 Spot",
   "checked_at": "2026-11-04T17:37:14Z"
  }
 },
 "skipped_azure_sizes": [
  "Standard_NC16ads_A10_v4",
  "Standard_NC32ads_A10_v4",
  "Standard_NC8ads_A10_v4",
  "Standard_NCC40ads_H100_v5",
  "Standard_ND96is_flex_H100_v5",
  "Standard_ND96is_noIB_H100_v5",
  "Standard_ND96isrf_H100_v5",
  "Standard_NV12ads_A10_v5",
  "Standard_NV18ads_A10_v5",
  "Standard_NV6ads_A10_v5"
 ],
 "akash": {
  "read_at": "2026-11-04T17:39:09Z",
  "source": "Akash Console API",
  "basis": "marketplace_bid",
  "unit": "USD per GPU-hour, marketplace bid",
  "chips": [
   {
    "chip": "A100 80GB",
    "median_usd_per_gpu_hour": "1.49",
    "min_usd_per_gpu_hour": "1.07",
    "max_usd_per_gpu_hour": "1.91",
    "gpus_available": 68,
    "gpus_total": 200
   },
   {
    "chip": "A10G",
    "median_usd_per_gpu_hour": "0.18",
    "min_usd_per_gpu_hour": "0.18",
    "max_usd_per_gpu_hour": "0.18",
    "gpus_available": 3,
    "gpus_total": 3
   },
   {
    "chip": "B300",
    "median_usd_per_gpu_hour": "0.23",
    "min_usd_per_gpu_hour": "0.23",
    "max_usd_per_gpu_hour": "0.23",
    "gpus_available": 0,
    "gpus_total": 16
   },
   {
    "chip": "GTX1050",
    "median_usd_per_gpu_hour": "0.14",
    "min_usd_per_gpu_hour": "0.14",
    "max_usd_per_gpu_hour": "0.14",
    "gpus_available": 1,
    "gpus_total": 1
   },
   {
    "chip": "H100",
    "median_usd_per_gpu_hour": "2.56",
    "min_usd_per_gpu_hour": "2.04",
    "max_usd_per_gpu_hour": "3.16",
    "gpus_available": 27,
    "gpus_total": 69
   },
   {
    "chip": "M4000",
    "median_usd_per_gpu_hour": "0.04",
    "min_usd_per_gpu_hour": "0.04",
    "max_usd_per_gpu_hour": "0.04",
    "gpus_available": 1,
    "gpus_total": 1
   },
   {
    "chip": "P4",
    "median_usd_per_gpu_hour": "0.06",
    "min_usd_per_gpu_hour": "0.06",
    "max_usd_per_gpu_hour": "0.06",
    "gpus_available": 1,
    "gpus_total": 2
   },
   {
    "chip": "P40",
    "median_usd_per_gpu_hour": "0.15",
    "min_usd_per_gpu_hour": "0.15",
    "max_usd_per_gpu_hour": "0.15",
    "gpus_available": 1,
    "gpus_total": 1
   },
   {
    "chip": "PRO6000SE",
    "median_usd_per_gpu_hour": "2.07",
    "min_usd_per_gpu_hour": "1.52",
    "max_usd_per_gpu_hour": "2.53",
    "gpus_available": 56,
    "gpus_total": 81
   },
   {
    "chip": "PRO6000WE",
    "median_usd_per_gpu_hour": "1.44",
    "min_usd_per_gpu_hour": "1.44",
    "max_usd_per_gpu_hour": "1.44",
    "gpus_available": 1,
    "gpus_total": 1
   },
   {
    "chip": "RTX3060",
    "median_usd_per_gpu_hour": "0.06",
    "min_usd_per_gpu_hour": "0.06",
    "max_usd_per_gpu_hour": "0.06",
    "gpus_available": 0,
    "gpus_total": 1
   },
   {
    "chip": "RTX3060TI",
    "median_usd_per_gpu_hour": "0.14",
    "min_usd_per_gpu_hour": "0.14",
    "max_usd_per_gpu_hour": "0.14",
    "gpus_available": 4,
    "gpus_total": 6
   },
   {
    "chip": "RTX3090",
    "median_usd_per_gpu_hour": "0.15",
    "min_usd_per_gpu_hour": "0.09",
    "max_usd_per_gpu_hour": "0.16",
    "gpus_available": 1,
    "gpus_total": 10
   },
   {
    "chip": "RTX4000ADA",
    "median_usd_per_gpu_hour": "0.29",
    "min_usd_per_gpu_hour": "0.29",
    "max_usd_per_gpu_hour": "0.29",
    "gpus_available": 0,
    "gpus_total": 7
   },
   {
    "chip": "RTX4080",
    "median_usd_per_gpu_hour": "0.15",
    "min_usd_per_gpu_hour": "0.15",
    "max_usd_per_gpu_hour": "0.15",
    "gpus_available": 0,
    "gpus_total": 1
   },
   {
    "chip": "RTX4090",
    "median_usd_per_gpu_hour": "0.36",
    "min_usd_per_gpu_hour": "0.36",
    "max_usd_per_gpu_hour": "0.36",
    "gpus_available": 0,
    "gpus_total": 3
   },
   {
    "chip": "RTX5000",
    "median_usd_per_gpu_hour": "0.18",
    "min_usd_per_gpu_hour": "0.18",
    "max_usd_per_gpu_hour": "0.18",
    "gpus_available": 1,
    "gpus_total": 1
   },
   {
    "chip": "RTX5090",
    "median_usd_per_gpu_hour": "0.58",
    "min_usd_per_gpu_hour": "0.58",
    "max_usd_per_gpu_hour": "0.58",
    "gpus_available": 1,
    "gpus_total": 2
   },
   {
    "chip": "T4",
    "median_usd_per_gpu_hour": "0.14",
    "min_usd_per_gpu_hour": "0.11",
    "max_usd_per_gpu_hour": "0.16",
    "gpus_available": 1,
    "gpus_total": 2
   },
   {
    "chip": "V100",
    "median_usd_per_gpu_hour": "0.25",
    "min_usd_per_gpu_hour": "0.18",
    "max_usd_per_gpu_hour": "0.25",
    "gpus_available": 7,
    "gpus_total": 8
   }
  ]
 },
 "rows": [
  {
   "chip": "H200",
   "gpu_mem_gb": 141,
   "provider": "AWS",
   "region": "us-west-2",
   "sku": "p5e.48xlarge",
   "gpus": 8,
   "od_per_gpu_h": "7.9120",
   "spot_per_gpu_h": null,
   "effective": "2026-11-03",
   "source": "AWS Price List",
   "basis": "instance_share"
  },
  {
   "chip": "H200",
   "gpu_mem_gb": 141,
   "provider": "Google Cloud",
   "region": "us-central1",
   "sku": "a3-ultragpu-8g",
   "gpus": 8,
   "od_per_gpu_h": "10.4365",
   "spot_per_gpu_h": "6.2607",
   "effective": "2026-11-04",
   "source": "Google Cloud Billing Catalog API",
   "vcpus_per_gpu": 28,
   "memory_gib_per_gpu": 369,
   "basis": "instance_share"
  },
  {
   "chip": "H200",
   "gpu_mem_gb": 141,
   "provider": "Google Cloud",
   "region": "us-east4",
   "sku": "a3-ultragpu-8g",
   "gpus": 8,
   "od_per_gpu_h": "10.4365",
   "spot_per_gpu_h": "5.9026",
   "effective": "2026-11-04",
   "source": "Google Cloud Billing Catalog API",
   "vcpus_per_gpu": 28,
   "memory_gib_per_gpu": 369,
   "basis": "instance_share"
  },
  {
   "chip": "H200",
   "gpu_mem_gb": 141,
   "provider": "Google Cloud",
   "region": "us-west1",
   "sku": "a3-ultragpu-8g",
   "gpus": 8,
   "od_per_gpu_h": "10.4365",
   "spot_per_gpu_h": "6.2607",
   "effective": "2026-11-04",
   "source": "Google Cloud Billing Catalog API",
   "vcpus_per_gpu": 28,
   "memory_gib_per_gpu": 369,
   "basis": "instance_share"
  },
  {
   "chip": "H200",
   "gpu_mem_gb": 141,
   "provider": "Google Cloud",
   "region": "europe-west1",
   "sku": "a3-ultragpu-8g",
   "gpus": 8,
   "od_per_gpu_h": "11.4934",
   "spot_per_gpu_h": "6.8944",
   "effective": "2026-11-04",
   "source": "Google Cloud Billing Catalog API",
   "vcpus_per_gpu": 28,
   "memory_gib_per_gpu": 369,
   "basis": "instance_share"
  },
  {
   "chip": "H200",
   "gpu_mem_gb": 141,
   "provider": "Google Cloud",
   "region": "asia-south1",
   "sku": "a3-ultragpu-8g",
   "gpus": 8,
   "od_per_gpu_h": "12.5245",
   "spot_per_gpu_h": "7.1019",
   "effective": "2026-11-04",
   "source": "Google Cloud Billing Catalog API",
   "vcpus_per_gpu": 28,
   "memory_gib_per_gpu": 369,
   "basis": "instance_share"
  },
  {
   "chip": "H200",
   "gpu_mem_gb": 141,
   "provider": "AWS",
   "region": "us-west-2",
   "sku": "p5e.48xlarge",
   "gpus": 8,
   "od_per_gpu_h": null,
   "spot_per_gpu_h": "4.4428",
   "effective": "2026-11-04",
   "source": "AWS EC2 Spot",
   "basis": "spot",
   "read_at": "2026-11-04T17:39:03Z"
  },
  {
   "chip": "H200",
   "gpu_mem_gb": 141,
   "provider": "Google Cloud",
   "region": "europe-west4",
   "sku": "a3-ultragpu-8g",
   "gpus": 8,
   "od_per_gpu_h": null,
   "spot_per_gpu_h": "6.8865",
   "effective": "2026-11-04",
   "source": "Google Cloud Billing Catalog API",
   "vcpus_per_gpu": 28,
   "memory_gib_per_gpu": 369,
   "basis": "instance_share"
  },
  {
   "chip": "H200",
   "gpu_mem_gb": 141,
   "provider": "Google Cloud",
   "region": "us-south1",
   "sku": "a3-ultragpu-8g",
   "gpus": 8,
   "od_per_gpu_h": null,
   "spot_per_gpu_h": "7.3706",
   "effective": "2026-11-04",
   "source": "Google Cloud Billing Catalog API",
   "vcpus_per_gpu": 28,
   "memory_gib_per_gpu": 369,
   "basis": "instance_share"
  },
  {
   "chip": "H100",
   "gpu_mem_gb": 80,
   "provider": "AWS",
   "region": "us-east-1",
   "sku": "p5.48xlarge",
   "gpus": 8,
   "od_per_gpu_h": "6.8800",
   "spot_per_gpu_h": null,
   "effective": "2026-11-03",
   "source": "AWS Price List",
   "basis": "instance_share"
  },
  {
   "chip": "H100",
   "gpu_mem_gb": 80,
   "provider": "AWS",
   "region": "us-east-1",
   "sku": "p5.4xlarge",
   "gpus": 1,
   "od_per_gpu_h": "6.8800",
   "spot_per_gpu_h": null,
   "effective": "2026-11-03",
   "source": "AWS Price List",
   "basis": "instance_share"
  },
  {
   "chip": "H100",
   "gpu_mem_gb": 80,
   "provider": "AWS",
   "region": "us-west-2",
   "sku": "p5.48xlarge",
   "gpus": 8,
   "od_per_gpu_h": "6.8800",
   "spot_per_gpu_h": null,
   "effective": "2026-11-03",
   "source": "AWS Price List",
   "basis": "instance_share"
  },
  {
   "chip": "H100",
   "gpu_mem_gb": 80,
   "provider": "AWS",
   "region": "us-west-2",
   "sku": "p5.4xlarge",
   "gpus": 1,
   "od_per_gpu_h": "6.8800",
   "spot_per_gpu_h": null,
   "effective": "2026-11-03",
   "source": "AWS Price List",
   "basis": "instance_share"
  },
  {
   "chip": "H100",
   "gpu_mem_gb": 94,
   "provider": "Azure",
   "region": "eastus",
   "sku": "NC40ads_H100_v5",
   "gpus": 1,
   "od_per_gpu_h": "6.9800",
   "spot_per_gpu_h": "1.4183",
   "effective": "2026-11-01",
   "source": "Azure Retail Prices API",
   "basis": "instance_share"
  },
  {
   "chip": "H100",
   "gpu_mem_gb": 94,
   "provider": "Azure",
   "region": "eastus",
   "sku": "NC80adis_H100_v5",
   "gpus": 2,
   "od_per_gpu_h": "6.9800",
   "spot_per_gpu_h": "1.4183",
   "effective": "2026-11-01",
   "source": "Azure Retail Prices API",
   "basis": "instance_share"
  },
  {
   "chip": "H100",
   "gpu_mem_gb": 94,
   "provider": "Azure",
   "region": "westus2",
   "sku": "NC40ads_H100_v5",
   "gpus": 1,
   "od_per_gpu_h": "6.9800",
   "spot_per_gpu_h": "3.5375",
   "effective": "2026-11-01",
   "source": "Azure Retail Prices API",
   "basis": "instance_share"
  },
  {
   "chip": "H100",
   "gpu_mem_gb": 94,
   "provider": "Azure",
   "region": "westus2",
   "sku": "NC80adis_H100_v5",
   "gpus": 2,
   "od_per_gpu_h": "6.9800",
   "spot_per_gpu_h": "3.5375",
   "effective": "2026-11-01",
   "source": "Azure Retail Prices API",
   "basis": "instance_share"
  },
  {
   "chip": "H100",
   "gpu_mem_gb": 94,
   "provider": "Azure",
   "region": "southcentralus",
   "sku": "NC40ads_H100_v5",
   "gpus": 1,
   "od_per_gpu_h": "8.3800",
   "spot_per_gpu_h": "1.9257",
   "effective": "2026-11-01",
   "source": "Azure Retail Prices API",
   "basis": "instance_share"
  },
  {
   "chip": "H100",
   "gpu_mem_gb": 94,
   "provider": "Azure",
   "region": "southcentralus",
   "sku": "NC80adis_H100_v5",
   "gpus": 2,
   "od_per_gpu_h": "8.3800",
   "spot_per_gpu_h": "1.9257",
   "effective": "2026-11-01",
   "source": "Azure Retail Prices API",
   "basis": "instance_share"
  },
  {
   "chip": "H100",
   "gpu_mem_gb": 94,
   "provider": "Azure",
   "region": "southeastasia",
   "sku": "NC40ads_H100_v5",
   "gpus": 1,
   "od_per_gpu_h": "9.0740",
   "spot_per_gpu_h": "1.6769",
   "effective": "2026-09-01",
   "source": "Azure Retail Prices API",
   "basis": "instance_share"
  },
  {
   "chip": "H100",
   "gpu_mem_gb": 94,
   "provider": "Azure",
   "region": "southeastasia",
   "sku": "NC80adis_H100_v5",
   "gpus": 2,
   "od_per_gpu_h": "9.0740",
   "spot_per_gpu_h": "1.6769",
   "effective": "2026-09-01",
   "source": "Azure Retail Prices API",
   "basis": "instance_share"
  },
  {
   "chip": "H100",
   "gpu_mem_gb": 94,
   "provider": "Azure",
   "region": "westeurope",
   "sku": "NC40ads_H100_v5",
   "gpus": 1,
   "od_per_gpu_h": "9.0800",
   "spot_per_gpu_h": "3.6810",
   "effective": "2026-11-01",
   "source": "Azure Retail Prices API",
   "basis": "instance_share"
  },
  {
   "chip": "H100",
   "gpu_mem_gb": 94,
   "provider": "Azure",
   "region": "westeurope",
   "sku": "NC80adis_H100_v5",
   "gpus": 2,
   "od_per_gpu_h": "9.0800",
   "spot_per_gpu_h": "3.6810",
   "effective": "2026-11-01",
   "source": "Azure Retail Prices API",
   "basis": "instance_share"
  },
  {
   "chip": "H100",
   "gpu_mem_gb": 80,
   "provider": "Google Cloud",
   "region": "us-central1",
   "sku": "a3-highgpu-8g",
   "gpus": 8,
   "od_per_gpu_h": "10.9791",
   "spot_per_gpu_h": "6.5384",
   "effective": "2026-11-04",
   "source": "Google Cloud Billing Catalog API",
   "vcpus_per_gpu": 26,
   "memory_gib_per_gpu": 234,
   "basis": "instance_share"
  },
  {
   "chip": "H100",
   "gpu_mem_gb": 80,
   "provider": "Google Cloud",
   "region": "us-east4",
   "sku": "a3-highgpu-8g",
   "gpus": 8,
   "od_per_gpu_h": "10.9791",
   "spot_per_gpu_h": "6.5874",
   "effective": "2026-11-04",
   "source": "Google Cloud Billing Catalog API",
   "vcpus_per_gpu": 26,
   "memory_gib_per_gpu": 234,
   "basis": "instance_share"
  },
  {
   "chip": "H100",
   "gpu_mem_gb": 80,
   "provider": "Google Cloud",
   "region": "us-west1",
   "sku": "a3-highgpu-8g",
   "gpus": 8,
   "od_per_gpu_h": "10.9791",
   "spot_per_gpu_h": "6.5384",
   "effective": "2026-11-04",
   "source": "Google Cloud Billing Catalog API",
   "vcpus_per_gpu": 26,
   "memory_gib_per_gpu": 234,
   "basis": "instance_share"
  },
  {
   "chip": "H100",
   "gpu_mem_gb": 80,
   "provider": "Azure",
   "region": "eastus",
   "sku": "ND96is_H100_v5",
   "gpus": 8,
   "od_per_gpu_h": "11.0610",
   "spot_per_gpu_h": "2.0441",
   "effective": "2026-01-01",
   "source": "Azure Retail Prices API",
   "basis": "instance_share"
  },
  {
   "chip": "H100",
   "gpu_mem_gb": 80,
   "provider": "Azure",
   "region": "westus2",
   "sku": "ND96is_H100_v5",
   "gpus": 8,
   "od_per_gpu_h": "11.0610",
   "spot_per_gpu_h": "2.0441",
   "effective": "2025-10-01",
   "source": "Azure Retail Prices API",
   "basis": "instance_share"
  },
  {
   "chip": "H100",
   "gpu_mem_gb": 80,
   "provider": "Google Cloud",
   "region": "europe-west1",
   "sku": "a3-highgpu-8g",
   "gpus": 8,
   "od_per_gpu_h": "12.0890",
   "spot_per_gpu_h": "5.8862",
   "effective": "2026-11-04",
   "source": "Google Cloud Billing Catalog API",
   "vcpus_per_gpu": 26,
   "memory_gib_per_gpu": 234,
   "basis": "instance_share"
  },
  {
   "chip": "H100",
   "gpu_mem_gb": 80,
   "provider": "Azure",
   "region": "eastus",
   "sku": "ND96isr_H100_v5",
   "gpus": 8,
   "od_per_gpu_h": "12.2900",
   "spot_per_gpu_h": "2.2712",
   "effective": "2026-01-01",
   "source": "Azure Retail Prices API",
   "basis": "instance_share"
  },
  {
   "chip": "H100",
   "gpu_mem_gb": 80,
   "provider": "Azure",
   "region": "westus2",
   "sku": "ND96isr_H100_v5",
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}