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Tools · Aug 17, 2026

AWS Bedrock AgentCore adds observability for multi-cloud and on-premises AI agents

A new capability within Amazon Bedrock AgentCore lets operators route telemetry from AI agents running outside AWS to the same AgentCore Observability dashboard using the AWS Distro for OpenTelemetry.

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TL;DR
  • Amazon Bedrock AgentCore Observability now supports multi-cloud and on-premises AI agents via the AWS Distro for OpenTelemetry (ADOT).
  • Operators can route session traces, span metrics, and token usage to the AgentCore Observability dashboard regardless of where the agent runs.
  • The setup uses ADOT auto-instrumentation in non-AWS environments and requires IAM credentials to send telemetry.

Amazon Bedrock AgentCore Observability is expanding its coverage to include AI agents running outside AWS, enabling operators to centralize telemetry in the same dashboard used for AWS-hosted agents.

Agents built with frameworks such as Strands Agents, LangGraph, and CrewAI can now send session traces, span metrics, and token usage to the AgentCore Observability dashboard even when deployed on Google Cloud Platform, Microsoft Azure, on-premises Kubernetes, or developer workstations.

Previously, AgentCore Observability only natively supported agents running on the AgentCore runtime within AWS. To extend observability to non-AWS environments, teams must configure the AWS Distro for OpenTelemetry (ADOT) auto-instrumentation in those environments and route telemetry to the dashboard using IAM credentials.

The setup involves configuring ADOT in non-AWS environments, validating the telemetry pipeline end to end, and then using the AgentCore Observability dashboard to monitor performance across heterogeneous deployments.

The post emphasizes that this capability is intended to reduce observability fragmentation by allowing a single pane of glass for AI agents regardless of their runtime environment.

Sources
  1. 01AWS — Machine Learning BlogMonitor on-premises and multi-cloud AI agents with AgentCore Observability
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