In today's interconnected entire world, where digital transactions and information move seamlessly, cyber threats became an ever-present problem. Among these threats, ransomware has emerged as One of the more harmful and rewarding types of attack. Ransomware has not only influenced personal users but has also qualified large businesses, governments