In today's interconnected entire world, exactly where digital transactions and knowledge circulation seamlessly, cyber threats became an ever-existing problem. Among the these threats, ransomware has emerged as one of the most destructive and worthwhile types of assault. Ransomware has not merely influenced specific end users but has also targeted