DeviceFieldnotes / 2026

Sources behind the device fingerprinting comparison

Product pages establish scope, documentation explains collection and output, pricing defines access, and technical reading adds context.

ShieldLabs

Sources used in the full review.

Fingerprint

Sources used in the full review.

SEON

Sources used in the full review.

Castle

Sources used in the full review.

IPQualityScore

Sources used in the full review.

LexisNexis ThreatMetrix

Sources used in the full review.

Verisoul

Sources used in the full review.

Incognia

Sources used in the full review.

TransUnion TruValidate (iovation)

Sources used in the full review.

Sift

Sources used in the full review.

FingerprintJS (open source)

Sources used in the full review.

Research and privacy references

Research findings describe the studied populations and conditions. They do not establish a current vendor’s detection rate.

Summarize this page with