The IP Changed. Did the Actor?
Residential proxy rotation defeats IP-only counters. The answer is not a new identity claim, but a carefully chosen set of cohort, account, route, and outcome keys.
Residential Proxy Detection for APIs Without JavaScript
APIs cannot depend on browser JavaScript to expose proxy abuse. They need server-side network, protocol, identity, route, and outcome evidence in the request path.
Two Lineages of TLS Fingerprinting: JA3, JA4 and Cisco Mercury
JA4 did not descend from Cisco Mercury. The two projects come from different strands of TLS fingerprinting research and solve different operational problems.
Before JA3: How TLS Handshakes Became Fingerprints
JA3 made TLS fingerprints easy to log and share, but the technical ideas behind it had already been tested in SSL Labs experiments, a p0f patch and FingerprinTLS.
A Network Fingerprint Is a Cohort, Not a Client
TLS fingerprints group similar protocol implementations. They do not prove which application, device or person made a request.
From Joy to Mercury and EVE: Following Cisco's Network Fingerprinting Work
Cisco's open-source collectors, fingerprinting research and Encrypted Visibility Engine form a clear lineage, but they are not interchangeable parts of one public system.
What an Open Network Fingerprint Database Should Publish
A useful open fingerprint database needs provenance, competing labels, raw evidence, format versions and licences—not another unexplained hash list.
Public Fingerprint Databases Are Not Ground Truth
We reviewed the main public fingerprint resources. The formats are open, but current application labels and auditable ground truth remain scarce.
Does TLS Fingerprint Canonicalisation Hide Attacker Variation? How to Test It
Sorting makes TLS fingerprints more stable, but it also removes ordering evidence. Here is how to test whether the discarded variation matters.
Using Network Fingerprints in Bot and Rate-Limit Decisions
A practical way to use network fingerprints for bot and rate-limit decisions without mistaking a shared client cohort for identity.
One ClientHello, Three Fingerprints: JA3, JA4 and Mercury
A reproducible lab runs JA3, JA4 and Cisco Mercury against the same TLS ClientHello and compares what each fingerprint preserves.
Fingerprints Are Evidence, Not Identity
Browser and network fingerprints are useful security evidence, but they should not be treated as proof of a person's identity.