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.
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.
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.
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.
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.
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.
The Invisibility Cloak
Learn how attackers combine residential proxies and anti-detect browsers to evade detection and how modern security tools can fight back.
How MTU Fingerprinting Identifies VPNs and Mobile Users
Learn how MTU fingerprinting reveals VPN usage, mobile connections, and network technologies through TCP handshake analysis. Discover practical SQL techniques for dynamic network intelligence.
RFC 9460
Introducing SVCB and HTTPS records in DNS and their impact on web connectivity.
JA4 and JA4+ Network Fingerprinting
How JA4 constructs a TLS client fingerprint, what JA4+ names, and which details sorting and hashing discard.
Efficiently Generating and Printing All IPv4 Addresses in a Random Order
Explains how to efficiently generate all IPv4 addresses in a random order using a Linear Congruential Generator (LCG), a memory-efficient method for tasks like security testing and network simulation.
Chrome's TLS Extension Randomisation Experiment
Does TLS extension randomisation assist in hiding Chrome?
TLS Fingerprinting
What is fingerprinting, and in particular TLS fingerprinting?