Battery Static Profile

Detection approach

Battery level was stuck at exactly 50% or 100%, or was perfectly constant across 600+ seconds. Real batteries fluctuate slightly due to power draw and sensor noise. A static level proves a server-side VM or emulated environment.

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

Legit users on desktop systems (0% battery fluctuations) or plugged-in laptops.