Network teams must plan, deploy, upgrade, maintain, troubleshoot, and monitor increasingly complex network environments spanning on-premises, cloud, and remote sites. These activities are highly data-driven and rely on the accurate interpretation of information coming from applications, devices, and traffic flows. As networks grow in scale and diversity, network teams are often inundated with data, making it harder to isolate issues quickly and ensure reliable performance across the enterprise.