In the digital age, networks form the backbone of our interconnected world. From facilitating global communication to powering business operations, networks play a crucial role in our daily lives. However, these networks are not infallible. They can, and do, experience downtime. Understanding the reasons behind network downtime is the first step towards effective network management and mitigation strategies.