Introduction In today’s increasingly digital world, cyber threats are evolving at an alarming rate, and one of the most dangerous and disruptive types of attacks is ransomware. This type of malware has become a major concern for individuals, businesses, and even governments, as it holds data hostage and demands a ransom for its release. In this a