The rise of digital payments has created a golden opportunity for fraudsters looking to take advantage of vulnerable systems. Smartphone devices, often the primary means for digital transactions, are highly susceptible to fraudulent activities. To mitigate this increasing threat, a comprehensive approach is necessary. This entails adopting robust s