OpenTelemetry adoption often starts with getting data in, but the value comes from what teams can do next: create SLOs, enrich telemetry, reduce trace noise, connect mobile sessions to backend services, and observe AI agent behavior. This article summarizes the Labs content that helps with those next steps.
Why this matters
Raw telemetry is not enough for operators. SREs need reliability signals, application owners need trace quality, platform teams need collector patterns, and AI teams need visibility into model calls and tool execution. Elastic Observability Labs provides reusable examples that turn OTel data into workflows teams can operate.
When to use this idea
Use this article if you are building an Elastic Observability practice around OpenTelemetry. It is relevant for Kubernetes SLOs, Java service tracing, Collector lookup enrichment, Microsoft Foundry agent tracing, Android APM, and Fleet-managed OTel pipelines.
What the source content explains
The Labs articles cover practical configuration patterns: Kubernetes SLO templates, Java agent extensions, lookup processors, two-variable AI agent observability setup, Android distributed tracing, and Elastic Agent acting as an OTel Collector. The value for users is a menu of reusable approaches they can adapt to their own telemetry maturity.
Original source
Read more in the original content
The summary above highlights the practical value for Elastic Content Share readers. The original Elastic or GitHub source contains the full technical context, screenshots, implementation details, and updates from the maintainers.
Related downloads
Global IT Health — Native Findings for Elastic Observability
Turn existing ECS and OpenTelemetry data into prioritized operational findings. This zero-effort package discovers services, evaluates bootstrap SLOs, learns ML baselines, detects changes and log patterns, triggers alerts, and produces an evidence-grounded AI briefing in one Global IT Health dashboard.
Observed Assets Inventory Dashboard for Elastic
See every host, service, and pod your cluster has actually observed from ECS or OpenTelemetry — identity, signal coverage, and health on each asset, not event counts. Import the Lens ES|QL dashboards and they light up on logs-*, metrics-*, and traces-* with no extra mapping.
Distributed Tracing Investigation Pack for Elastic APM
Hop-local APM/OTel investigation runbook and ES|QL: dependency errors, slow spans, and entity-scoped traces after a BCS scoreboard marks origin red.
Sources
Read the Elastic Observability Labs articles on Kubernetes SLO templates, OpenTelemetry Java extensions, OTel Collector lookup processing, Microsoft Foundry agent observability, and Android APM with OpenTelemetry.