📄️ Service Auto-Instrumentation
Step-by-step workflow for onboarding applications to OpenTelemetry auto-instrumentation on Kubernetes with TalkOps MCP tools and conflict detection.
📄️ Pipeline Investigation
Audit OpenTelemetry collector pipelines on Kubernetes: validate processor ordering, verify memory limiters, and eliminate filelog receiver safety risks.
📄️ Cardinality & SpanMetrics
Detect and remediate metric cardinality explosions from OpenTelemetry SpanMetrics connectors using TalkOps OTTL transform processor generation rules.
📄️ Sampling Optimization
Align SDK head sampling and collector tail sampling across OpenTelemetry pipelines to capture 100% of error traces while controlling storage costs.
📄️ eBPF & Security Audit
Audit security posture of eBPF telemetry agents and OpenTelemetry pods in Kubernetes: analyze Linux capabilities, privileged flags, and volume mounts.