As digital marketing continues its relentless expansion, so too does the threat of ad deception. Simply relying on traditional approaches is no longer sufficient to protect campaign budgets and ensure real user participation. Marketers must now embrace sophisticated traffic control approaches that go beyond basic filtering. This features employing