{
 "generated_at": "2026-10-24T17:38:42Z",
 "unit": "USD per GPU-hour, list price. basis=instance_share on every row: 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"
 },
 "counting": "Official list prices only, taken from the Azure Retail Prices API, the AWS Price List files and the Google Cloud Billing Catalog API. Negotiated discounts, savings plans, committed use, reservations and credits are not included. Not in this version: AWS spot and marketplaces such as Vast or RunPod. Spot prices (Azure and Google Cloud here; 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, the same for all three providers (field basis = instance_share in latest.json): 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 instance size with the lowest on-demand price per GPU; latest.json carries every size. No price is blended or averaged across chips, sizes, regions or providers.",
 "sources": {
  "azure": {
   "status": "ok",
   "checked_at": "2026-10-24T17:38:42Z",
   "last_ok": "2026-10-24T17:38:42Z",
   "regions": [
    "eastus",
    "westus2",
    "westeurope",
    "southeastasia",
    "southcentralus"
   ]
  },
  "gcp": {
   "status": "ok",
   "checked_at": "2026-10-24T17:38:42Z",
   "last_ok": "2026-10-24T17:38:42Z",
   "basis": "instance_share"
  },
  "aws": {
   "status": "ok",
   "errors": {},
   "stale_regions": [],
   "regions": [
    "us-east-1",
    "us-west-2",
    "eu-west-1",
    "ap-southeast-1"
   ],
   "last_ok": "2026-10-24T17:39:08Z",
   "checked_at": "2026-10-24T17:38:42Z",
   "publication_date": "2026-10-23"
  }
 },
 "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": "2026-10-24T17:40:54Z",
  "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": 61,
    "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": 10,
    "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": 2,
    "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": "2.04",
    "min_usd_per_gpu_hour": "1.49",
    "max_usd_per_gpu_hour": "2.04",
    "gpus_available": 9,
    "gpus_total": 25
   },
   {
    "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": "0.08",
    "min_usd_per_gpu_hour": "0.08",
    "max_usd_per_gpu_hour": "0.08",
    "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": 2,
    "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": 11
   },
   {
    "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": 2,
    "gpus_total": 7
   },
   {
    "chip": "RTX4000SADA",
    "median_usd_per_gpu_hour": "0.14",
    "min_usd_per_gpu_hour": "0.14",
    "max_usd_per_gpu_hour": "0.14",
    "gpus_available": 0,
    "gpus_total": 1
   },
   {
    "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": "0.34",
    "min_usd_per_gpu_hour": "0.34",
    "max_usd_per_gpu_hour": "0.34",
    "gpus_available": 2,
    "gpus_total": 4
   },
   {
    "chip": "RTX5090",
    "median_usd_per_gpu_hour": "0.57",
    "min_usd_per_gpu_hour": "0.57",
    "max_usd_per_gpu_hour": "0.57",
    "gpus_available": 0,
    "gpus_total": 2
   },
   {
    "chip": "T4",
    "median_usd_per_gpu_hour": "0.16",
    "min_usd_per_gpu_hour": "0.11",
    "max_usd_per_gpu_hour": "0.21",
    "gpus_available": 2,
    "gpus_total": 2
   },
   {
    "chip": "V100",
    "median_usd_per_gpu_hour": "0.23",
    "min_usd_per_gpu_hour": "0.2",
    "max_usd_per_gpu_hour": "0.25",
    "gpus_available": 11,
    "gpus_total": 14
   }
  ]
 },
 "rows": [
  {
   "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": "2026-10-24",
   "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": "5.9174",
   "effective": "2026-10-24",
   "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": "2026-10-24",
   "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": "2026-10-24",
   "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": "7.1197",
   "effective": "2026-10-24",
   "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-west4",
   "sku": "a3-ultragpu-8g",
   "gpus": 8,
   "od_per_gpu_h": null,
   "spot_per_gpu_h": "6.8865",
   "effective": "2026-10-24",
   "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": "2026-10-24",
   "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": "2026-10-23",
   "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": "2026-10-23",
   "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": "2026-10-23",
   "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": "2026-10-23",
   "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": "1.2899",
   "effective": "2026-08-01",
   "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": "1.2899",
   "effective": "2026-08-01",
   "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": "3.2164",
   "effective": "2026-10-01",
   "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": "3.2164",
   "effective": "2026-10-01",
   "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": "2.1394",
   "effective": "2026-10-01",
   "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": "2.1394",
   "effective": "2026-10-01",
   "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": "3.3469",
   "effective": "2026-10-01",
   "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": "3.3469",
   "effective": "2026-10-01",
   "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": "6.2272",
   "effective": "2026-10-24",
   "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": "2026-10-24",
   "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": "6.2272",
   "effective": "2026-10-24",
   "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": "5.9009",
   "effective": "2026-10-24",
   "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",
   "gpus": 8,
   "od_per_gpu_h": "12.2900",
   "spot_per_gpu_h": "2.2712",
   "effective": "2025-10-01",
   "source": "Azure Retail Prices API",
   "basis": "instance_share"
  },
  {
   "chip": "H100",
   "gpu_mem_gb": 80,
   "provider": "Google Cloud",
   "region": "us-east5",
   "sku": "a3-highgpu-8g",
   "gpus": 8,
   "od_per_gpu_h": "12.3657",
   "spot_per_gpu_h": "5.7716",
   "effective": "2026-10-24",
   "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-west4",
   "sku": "a3-highgpu-8g",
   "gpus": 8,
   "od_per_gpu_h": "12.3657",
   "spot_per_gpu_h": "5.2591",
   "effective": "2026-10-24",
   "source": "Google Cloud Billing Catalog API",
   "vcpus_per_gpu": 26,
   "memory_gib_per_gpu": 234,
   "basis": "instance_share"
  },
  {
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  }
 ]
}