Languages Mismatch

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BotRefund combines browser, network, device, and behavior evidence to identify invalid traffic.

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Detection approach

Languages locale mismatch detected (navigator.languages[0] !== navigator.language). Stealth plugins that spoof preferred languages often fail to override both properties consistently.

How this helps detect bots

Collect this signal alongside session context, request metadata, and other independent indicators. A single anomaly is a lead, not a verdict; corroborating anomalies make automated traffic more likely.

Legitimate traffic to consider

Multilingual users who travel or change their system keyboard/input languages while keeping localized browsers.

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