The rise of digital payment methods, particularly mobile transactions, has undeniably brought convenience to consumers. However, this growth has also created a attractive ground for deceptive activity. As more individuals adopt smartphone payment services, criminals are designing increasingly clever schemes to misappropriate sensitive details. Thes