Why Network Integrations Fail Without Telemetry (And Why KPIs Alone Are Not Enough) Network integration · telemetry · AI-assisted operations . 8 min read During large network integrations, KPIs tend to look reassuring right up until customers start noticing problems. That gap is not a monitoring failure. It is a structural one. Aggregate KPIs describe outcomes. They do not describe behavior. In a live integration, those are two different things. What matters most during an active topology change is not whether accessibility or retainability is green. It is whether individual device paths are behaving as expected while the network underneath them is in motion. Standard KPI monitoring was not designed for that question. Getting to an answer required a different observation layer entirely. What KPIs could not see Fig 1 -- Observation layers: what each sees during a live integration. The failure classes that drive customer experience live at...