Observability AI is only as good as the data layer beneath it. Without structure, queries and AI scan huge swaths of data on each investigation or lose precision. This can lead to: Performance bottlenecks that slow queries and dashboards Permission complexity and hard-to-scale governance Unattributable costs across teams Analysis that vanishes the moment it finishes running That era is over.