The surge of digital payments has brought a lucrative opportunity for criminals looking to take advantage of vulnerable systems. Mobile devices, often the primary channel for digital transactions, are highly susceptible to fraudulent activities. To mitigate this increasing threat, a comprehensive approach is necessary. This involves implementing ro