In the present interconnected environment, in which electronic transactions and data movement seamlessly, cyber threats have become an ever-current problem. Amongst these threats, ransomware has emerged as The most destructive and lucrative varieties of assault. Ransomware has not simply impacted individual buyers but has also specific substantial