In the present interconnected world, wherever electronic transactions and knowledge circulation seamlessly, cyber threats have grown to be an at any time-present concern. Among the these threats, ransomware has emerged as one of the most damaging and rewarding types of attack. Ransomware has not simply afflicted individual customers but has also ta