1. Network, VPN, & Geolocation Evading Vectors
DNS Routing Mismatch
Detection approach
The HTTP Beacon request was routed through a proxy or VPN, but the DNS resolver queries resolved natively via a local ISP nameserver. This geographic/ISP mismatch reveals an incomplete proxy tunnel.
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
Legitimate VPN users whose DNS requests leak natively through local home routers (DNS leak).