Commercial transparency
Affiliate Disclosure
How referral compensation may support this publication without determining its editorial conclusions.
Effective August 30, 2026
This publication participates in the Aradia Partner Program. Eligible purchases through marked Aradia links may generate compensation.
This publication also participates in the Vast.ai Referral Program. Eligible referred customer spending through marked Vast.ai links may generate compensation.
How affiliate links may work
This publication may use affiliate or referral links. If a reader makes an eligible purchase through such a link, the publication may receive compensation. Affiliate compensation generally does not increase the reader's price unless a seller states otherwise.
Links that create a commercial referral relationship will be identified near the link or within the relevant article context and marked appropriately in the page code.
Current Aradia referral links open Aradia's website with this publication's partner code. Aradia states that attribution is retained through first-party cookies, local storage, and checkout metadata. The link does not send readers directly to a product checkout.
Current Vast.ai referral links open Vast.ai's cloud GPU marketplace with this publication's referral ID. Vast.ai states that referrals earn credits and that eligible accounts may cash out a portion through supported payout providers; readers should review the current terms before using the service.
Editorial independence
Commission size alone should not determine what this publication covers, compares, or recommends. Product fit, factual accuracy, limitations, source quality, and the reader's likely workload are more important than whether a commercial relationship exists.
An affiliate relationship does not make this publication an employee, agent, reseller, or representative of a vendor. Vendor and manufacturer names are used for identification and discussion. No NVIDIA or other manufacturer endorsement is implied.
Reader responsibility
Prices, specifications, availability, return policies, warranties, and program terms can change. Verify final information with the vendor before purchasing. If a link's commercial status is unclear, please use the Contact page after the public address is configured.