// Link · 15 January 2026

Your Django Site Can Get Banned for Ad Fraud You Didn’t Commit

Ad networks don’t investigate intent — they react to patterns. This article describes a real incident where a Django-based content site nearly faced an ad network ban due to abnormal ad impression behavior that resembled invalid traffic. Instead of blocking users or traffic, the solution was to temp...

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