In today's interconnected environment, wherever digital transactions and information circulation seamlessly, cyber threats have grown to be an ever-existing problem. Among the these threats, ransomware has emerged as One of the more damaging and valuable varieties of attack. Ransomware has not merely afflicted specific end users but has also target