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3. Hardware & GPU Fingerprinting

Empty Font Canvas

Detection approach

Font rendering canvas produced a zero-pixel hash. The canvas was either completely empty or blocked, which is typical of headless environments attempting to mask the absence of a real GPU font rasterizer.

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

Users with fingerprint blockers disabling canvas text reads to prevent tracking.

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