In managing affiliate fraud during program expansion, we faced a rapid rise in new affiliates that initially boosted revenue but led to significant illicit activity, including click fraud. This undermined trust with legitimate partners and inflated costs. Our challenge was to identify and remove fraudulent affiliates while safeguarding our relationships with genuine partners and maintaining the integrity of our affiliate program.