The rise of digital transaction methods, particularly smartphone transactions, has undeniably brought convenience to consumers. However, this increase has also created a attractive ground for deceptive activity. As more individuals utilize handheld transaction platforms, criminals are developing increasingly clever schemes to steal personal informa