A major tech conference depended on high‑performance infrastructure, including complex Wi‑Fi with many access points, local networks for traffic control, peering connections, secure high‑speed interconnects, and cloud services from providers. Performance varied across venues and even within different areas of the same location. At one event, a major technology manufacturer and hundreds of network professionals experienced inconsistent connectivity. Deep observability was needed to identify congestion, isolate performance issues, and ensure smooth user experiences across workshops, labs, and sessions, ultimately supporting a successful event.

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