In today's interconnected world, where electronic transactions and data circulation seamlessly, cyber threats have become an at any time-existing issue. Amid these threats, ransomware has emerged as one of the most harmful and valuable types of attack. Ransomware has not only impacted particular person users but has also specific big corporations,