In the present interconnected environment, in which digital transactions and knowledge move seamlessly, cyber threats are getting to be an ever-present worry. Amongst these threats, ransomware has emerged as One of the more harmful and rewarding types of assault. Ransomware has not merely affected unique end users but has also targeted substantial