In today's volatile digital landscape, fraudsters persistently seek to exploit vulnerabilities and manipulate sensitive information. As technology advances, so too should our strategies for detection and prevention evolve. A comprehensive approach is vital to reduce the consequences of fraud. One key strategy is the implementation of advanced anal