
As modern software ecosystems expand into hyper-distributed microservices, the traditional boundaries of operational oversight have shifted from manual monitoring to sophisticated, machine-led observability frameworks. In the current landscape spanning from 2026 to 2028, the sheer volume of high-cardinality telemetry data produced by containerized environments makes it impossible for human operators to identify subtle patterns of degradation before they impact the










