Network monitoring has long been a crucial aspect of business operations, ensuring IT infrastructure functions smoothly and efficiently. It facilitates seamless communication, data transfer, and application performance. However, as modern IT environments become increasingly complex with the proliferation of cloud computing, virtualization, and the Internet of Things (IoT), traditional network monitoring methods are struggling to keep up. The sheer volume of data generated makes it challenging for human administrators to detect and resolve issues proactively.