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Ad Fraud

Threats

Analytics Advertising Tracking Botnet Behavioral Advertising

Manipulation of digital advertising measurement and delivery (click fraud, impression fraud, attribution fraud).

Definition

Ad fraud uses bots, malware, or click farms to generate artificial engagement. Countermeasures can increase tracking (fingerprinting, attribution) and data collection.

In plain English Manipulation of digital advertising measurement and delivery (click fraud, impression fraud, attribution fraud).

Why this matters

Why it matters: The advertising ecosystem’s fraud pressure can push more invasive tracking techniques, impacting user privacy.

Example

Example: An ad network deploys probabilistic tracking and device fingerprinting to detect fraud, increasing surveillance across the web.