Network infrastructure analysis is critical for maintaining robust and secure systems. Whether you're managing a corporate network, analyzing internet topology, or identifying bottlenecks in distributed systems, graph theory provides powerful tools for understanding complex relationships. In this article, we'll explore how CXXGraph—a modern, header-only C++ graph library—can help identify critical vulnerabilities in network infrastructure.