Methodology & Transparency

GPUs.io aims to make cloud GPU pricing easier to compare. Here is how the data is collected and presented, and what to watch out for.

Last updated: February 8, 2026

What we are comparing

We focus on on-demand cloud GPU instances and try to present prices in a consistent way so providers can be compared side-by-side.

Prices and availability can change quickly. GPUs.io is best-effort and provided as-is. Always verify the final price on the provider site before purchasing.

Data sources

We ingest pricing and configuration data from publicly available sources such as provider documentation, pricing pages, and provider APIs where available.

If a provider publishes multiple price points (regions, commitment discounts, spot pricing, promo credits), we generally prioritize the most comparable on-demand prices.

Normalization

Providers describe SKUs differently (GPU naming, VRAM, CPU/RAM bundles, per-hour vs per-month). We normalize where possible to support consistent filtering and sorting.

  • Units: Prices are typically shown as hourly rates. When providers publish monthly pricing, we convert to hourly using the provider billing model when available.
  • GPU matching: We map vendor/model names to a canonical GPU type to avoid same-GPU different-label issues.
  • Bundles: Many instances bundle GPU + CPU + RAM. GPUs.io compares the instance as a whole; we do not attempt to allocate a GPU-only price.

Sorting & filtering

Sorting is typically based on the selected price metric (for example hourly price). Filters narrow visible instances/providers by attributes like GPU type and key specs.

If two entries appear tied, there may be hidden differences (region, network, storage, billing minimums, taxes/VAT).

Update cadence

We refresh provider data on a rolling basis. Some sources update instantly, others lag behind. The site may display a last-updated timestamp where available.

Caveats & disclosures

  • Regional pricing: The same SKU can differ by region/zone.
  • Availability: Prices may be published even when capacity is temporarily unavailable.
  • Taxes/fees: VAT, local taxes, and transfer fees are often not included in published hourly rates.
  • Spot / preemptible: We generally avoid mixing spot pricing into on-demand comparisons unless clearly labeled.

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