Microsoft unifies observability infrastructure with OpenTelemetry ingestion, Azure Monitor pipeline scaling, and data transformation capabilities for AI-native workloads from apps, edge nodes, and AI agents. The initiative emphasizes open standards and governance for agent-scale observability.