The proliferation of mobile payment methods, while offering unparalleled convenience for consumers, has unfortunately created a fertile ground for fraudulent activity. As more people embrace systems like Apple Pay, cybercriminals are constantly devising new schemes to breach sensitive financial data. These attacks range from sophisticated phishing