📄️ Latency Spike Investigation
Systematic workflow for isolating microservice latency bottlenecks and diagnosing critical path delays using TraceQL and TalkOps Tempo MCP Server.
📄️ Error Triage & Root Cause
Isolate cascading failure origins and correlate related error traces across distributed microservices using TraceQL with the TalkOps Tempo MCP Server.
📄️ Metrics-First RED Triage
Calculate Rate, Errors, and Duration (RED) metrics and extract exemplar trace IDs directly from metric query spikes using the TalkOps Tempo MCP Server.
📄️ Missing Traces Diagnostic
Troubleshoot missing distributed traces in Grafana Tempo: audit backend ingester health, SDK head sampling drops, and tenant header mismatches with TalkOps.
📄️ Schema & Attributes
Discover indexed span attributes across resource and intrinsic scopes and map Kubernetes concepts to OpenTelemetry tags with TalkOps Tempo MCP Server.
📄️ Topology Mapping & Alerts
Map microservice dependencies and generate production-ready Prometheus alerting rules from distributed trace patterns with TalkOps Tempo MCP Server.