3. Hardware & GPU Fingerprinting
Font OS Mismatch
Detection approach
Font-to-OS cross-check failed. The User-Agent claims to be a Windows machine, but exclusive Windows fonts (Segoe UI) are completely missing, and exclusive Linux fonts (Bitstream Vera Sans) were detected natively. This mathematically proves the OS is spoofed and traffic is originating from a Linux server.
How this helps detect bots
This signal is assessed with other independent session, browser, and network evidence. A single anomaly is a lead, not a verdict; corroborating anomalies make automated traffic more likely.
Legitimate traffic to consider
Linux users spoofing Windows User-Agents, or systems running secure local virtual machines.