In the digital age, where financial transactions increasingly depend on online platforms, cybercrime has become a growing threat. Hackers exploit vulnerabilities in digital systems, siphoning millions from unsuspecting victims daily. Despite efforts by security agencies, hackers often outwit their measures with advanced tactics. However, taking proactive steps can significantly reduce the risk of falling