The rapid growth of digital payments has ushered in a new era of convenience and efficiency. However, this transformation also presents emerging challenges, particularly in the realm of mobile fraud. Criminals are becoming increasingly sophisticated in their tactics, exploiting vulnerabilities to steal sensitive data. To combat this growing threat,