In today's interconnected entire world, in which electronic transactions and knowledge move seamlessly, cyber threats became an at any time-existing issue. Among these threats, ransomware has emerged as one of the most destructive and profitable kinds of attack. Ransomware has not simply influenced personal customers but has also qualified signific