In today's interconnected globe, in which electronic transactions and knowledge stream seamlessly, cyber threats have become an at any time-existing problem. Among the these threats, ransomware has emerged as one of the most harmful and profitable kinds of assault. Ransomware has not only afflicted personal buyers but has also specific substantial