{"enrichment":{"faq":[{"a":"Trace Analytics helps you investigate distributed traces in OpenSearch by letting you explore spans and trace data through an intuitive interface. You can query span information using PPL, reconstruct full trace trees by traceId, and correlate spans across services to understand request flow through your distributed system.","q":"How do I investigate distributed traces in OpenSearch?"},{"a":"Trace Analytics enables you to debug slow spans by analyzing trace latency and performance metrics. Filter spans by duration, identify performance bottlenecks, and examine individual span details to pinpoint which services or operations are causing delays in your distributed system.","q":"How can I find and debug slow spans in my traces?"},{"a":"Trace Analytics helps you find and analyze error spans and exceptions in distributed systems. Search for spans with specific error status codes, examine exception details, and trace errors across service boundaries to understand how failures propagate through your OpenTelemetry-instrumented applications.","q":"What does Trace Analytics do for error analysis?"},{"a":"Yes, Trace Analytics lets you track agent invocations and measure token usage from traces. Monitor tool executions, analyze gen_ai operation traces, and correlate token consumption across your system to understand resource usage patterns in agentic workflows.","q":"Can Trace Analytics track agent invocations and token usage?"},{"a":"Trace Analytics lets you query service maps and understand service dependencies by visualizing how services communicate through distributed traces. Examine service topology, identify inter-service relationships, and troubleshoot slow distributed traces by understanding the full dependency graph.","q":"How does Trace Analytics help with service dependency mapping?"},{"a":"Trace Analytics works with OpenSearch trace data from OpenTelemetry instrumentation. Store your OTEL spans in OpenSearch, then use Trace Analytics to query and visualize the trace tree. The skill operates under Apache-2.0 license and integrates with your existing OpenSearch deployment.","q":"What's required to set up Trace Analytics in OpenSearch?"}],"shadow_tags":["distributed-tracing","performance-debugging","span-analysis","service-topology","error-investigation","latency-profiling","observability-platform","genai-instrumentation"],"summary_rewrite":"Trace Analytics lets you explore distributed traces and spans stored in OpenSearch to diagnose latency, errors, and service dependencies. Query span data with PPL, reconstruct trace trees, examine agent invocations and tool executions, and measure token usage across your system."},"files":[{"bytes":6902,"path":"skills/opensearch-skills/observability/trace-analytics/SKILL.md","sha256":"ce593f5de36e466d897260f8730f4a815744cbbbd46dfa58fa13902b438b874f","url":"https://skillfed.io/files/opensearch-project/opensearch-agent-skills/trace-analytics/458ee242/SKILL.md"}],"id":"opensearch-project/opensearch-agent-skills/trace-analytics","links":{"html":"https://skillfed.io/opensearch-project/opensearch-agent-skills/trace-analytics","md":"https://skillfed.io/opensearch-project/opensearch-agent-skills/trace-analytics.md","repo":"https://github.com/opensearch-project/opensearch-agent-skills"},"meta":{"agents_supported":[],"first_seen":"2026-07-28","forks":30,"language":"Python","last_updated":"2026-07-22","license":"Apache-2.0","name":"trace-analytics","publisher":"opensearch-project","stars":37},"relations":{"similar":[{"id":"opensearch-project/opensearch-agent-skills/log-analytics"},{"id":"opensearch-project/opensearch-agent-skills/opensearch-launchpad"},{"id":"opensearch-project/opensearch-agent-skills/aws-setup"},{"id":"opensearch-project/opensearch-agent-skills/opensearch-skills"},{"id":"opensearch-project/opensearch-agent-skills/observability"},{"id":"opensearch-project/opensearch-agent-skills/search"},{"id":"opensearch-project/opensearch-agent-skills/cloud"},{"id":"opensearch-project/opensearch-agent-skills/document-processing"},{"id":"opensearch-project/opensearch-agent-skills/ingest"},{"id":"aws/agent-toolkit-for-aws/amazon-opensearch-service"}]},"slug":{"owner":"opensearch-project","repo":"opensearch-agent-skills","skill":"trace-analytics"},"version":"458ee242"}