In today's interconnected planet, where digital transactions and knowledge movement seamlessly, cyber threats are becoming an ever-present issue. Amid these threats, ransomware has emerged as Among the most destructive and lucrative forms of attack. Ransomware has not only affected personal consumers but has also targeted huge companies, government