In the present interconnected world, where digital transactions and knowledge movement seamlessly, cyber threats have become an ever-existing problem. Among these threats, ransomware has emerged as Among the most destructive and rewarding sorts of attack. Ransomware has not merely affected personal users but has also focused significant organizatio