Telemetry provides a way to stream state changes from network devices in real-time, avoiding the missing data problem of polling. It allows visualizing the state of interfaces and other metrics on a network topology map. The document discusses how Arista has combined telemetry data with topology maps to create a "network weather map" that makes telemetry data more intuitive and powerful for monitoring network state.