II.
SkillArea overview
Reference · liveskill-area:observability-instrumentation
Observability Instrumentation overview
Instrumenting applications for observability — structured logging, metric emission (counters, gauges, histograms), distributed trace propagation (OpenTelemetry, W3C Trace Context), and span annotation. Covers SDK integration, auto-instrumentation, and custom metric design.
Attributes
displayName
Observability Instrumentation
description
Instrumenting applications for observability — structured logging,
metric emission (counters, gauges, histograms), distributed trace
propagation (OpenTelemetry, W3C Trace Context), and span annotation.
Covers SDK integration, auto-instrumentation, and custom metric design.
domains
expertiseLevels
- intermediate
- expert
Outgoing edges
applies_to1
- specialization:observability·Specialization
prerequisite_for_learning8
- skill-area:distributed-tracing·SkillAreaDistributed Tracing
- skill-area:alerting-oncall·SkillAreaAlerting & On-Call Management
- skill-area:log-aggregation·SkillAreaLog Aggregation & Analysis
- skill-area:metrics-dashboarding·SkillAreaMetrics & Dashboarding
- skill-area:observability-pipeline·SkillAreaObservability Pipeline
- skill-area:sli-slo-management·SkillAreaSLI / SLO Management
- skill-area:incident-response·SkillAreaIncident Response
- skill-area:error-tracking·SkillAreaError Tracking
Incoming edges
lib_requires_skill_area28
- lib-agent:ai-agents-conversational--observability-engineer·LibraryAgentobservability-engineer
- lib-agent:code-migration-modernization--observability-migration-agent·LibraryAgentobservability-migration-agent
- lib-agent:code-migration-modernization--operational-readiness-agent·LibraryAgentoperational-readiness-agent
- lib-agent:data-science-ml--drift-detective·LibraryAgentdrift-detective
- lib-agent:devops-sre-platform--observability-expert·LibraryAgentobservability-expert
- lib-agent:sdk-platform-development--telemetry-privacy-auditor·LibraryAgenttelemetry-privacy-auditor
- lib-agent:software-architecture--observability-architect·LibraryAgentobservability-architect
- lib-process:devops-sre-platform--log-aggregation·LibraryProcesslog-aggregation
- lib-process:devops-sre-platform--monitoring-setup·LibraryProcessmonitoring-setup
- lib-process:devops-sre-platform--service-mesh·LibraryProcessservice-mesh
- lib-process:observability--incident-lifecycle·LibraryProcessspecializations/observability/incident-lifecycle
- lib-process:performance-optimization--apm-instrumentation·LibraryProcessspecializations/performance-optimization/apm-instrumentation
- lib-process:software-architecture--observability-implementation·LibraryProcessobservability-implementation
- lib-skill:ai-agents-conversational--opentelemetry-llm·LibrarySkillopentelemetry-llm
- lib-skill:code-migration-modernization--logging-migrator·LibrarySkilllogging-migrator
- lib-skill:data-science-ml--arize-observability·LibrarySkillarize-observability
- lib-skill:data-science-ml--whylabs-monitor·LibrarySkillwhylabs-monitor
- lib-skill:desktop-development--sentry-desktop-setup·LibrarySkillsentry-desktop-setup
- lib-skill:devops-sre-platform--log-analysis·LibrarySkilllog-analysis
- lib-skill:devops-sre-platform--prometheus-grafana·LibrarySkillprometheus-grafana
- lib-skill:devops-sre-platform--service-mesh·LibrarySkillservice-mesh
- lib-skill:sdk-platform-development--health-check-endpoint·LibrarySkillhealth-check-endpoint
- lib-skill:sdk-platform-development--opentelemetry-integrator·LibrarySkillopentelemetry-integrator
- lib-skill:sdk-platform-development--usage-analytics-collector·LibrarySkillusage-analytics-collector
- lib-skill:software-architecture--dashboard-generator·LibrarySkilldashboard-generator
- lib-skill:software-architecture--log-schema-generator·LibrarySkilllog-schema-generator
- lib-skill:software-architecture--metrics-schema-generator·LibrarySkillmetrics-schema-generator
- lib-skill:software-architecture--tracing-schema-generator·LibrarySkilltracing-schema-generator
library_used_by9
- library:serilog·LibrarySerilog
- library:nlog·LibraryNLog
- library:zap·LibraryZap
- library:zerolog·Libraryzerolog
- library:tracing-rs·LibraryTracing (Rust)
- library:slf4j·LibrarySLF4J
- library:log4j·LibraryLog4j 2
- library:structlog·Librarystructlog
- library:loguru·LibraryLoguru
orch_requires_skill_area5
- orch-primitive:progress-stream·OrchestrationPrimitiveProgress Stream
- orch-primitive:cost-tracking·OrchestrationPrimitiveCost Tracking
- orch-primitive:audit-trail·OrchestrationPrimitiveAudit Trail
- orch-primitive:result-validation·OrchestrationPrimitiveResult Validation
- orch-primitive:telemetry-collection·OrchestrationPrimitiveTelemetry Collection
requires_skill_area20
- stack-profile:stream-processing·StackProfileStream Processing Stack (Kafka, Flink, Schema Registry, Prometheus)
- stack-profile:observability-stack·StackProfileObservability Stack (OpenTelemetry, Prometheus, Grafana, Loki, Tempo)
- stack-profile:api-gateway-microservices·StackProfileAPI Gateway & Microservices (Kong/Envoy + gRPC + Kubernetes + Go)
- stack-profile:high-perf-api-server·StackProfileHigh-Performance API Server Stack (Go, Chi, PostgreSQL, Redis, Prometheus)
- stack-profile:realtime-websocket-server·StackProfileReal-Time WebSocket Server Stack (Node.js, Socket.io, Redis, PostgreSQL, TypeScript)
- stack-profile:grpc-microservice-mesh·StackProfilegRPC Microservice Mesh Stack (Go, gRPC, Kubernetes, PostgreSQL, Prometheus)
- stack-profile:supply-chain-visibility·StackProfileSupply Chain Visibility Stack (Go, Kafka, PostgreSQL, Grafana, React, Redis)
- stack-profile:autonomous-agent-fleet·StackProfile
- stack-profile:ai-safety-guardrails·StackProfileAI Safety / Guardrails Stack (Python, OPA, FastAPI, Redis, Prometheus)
- stack-profile:log-analytics-elk·StackProfileLog Analytics Platform — ELK Stack (Elasticsearch, Logstash, Kibana, Docker)
- stack-profile:service-mesh·StackProfileService Mesh (Istio, Kubernetes, Prometheus, Grafana, OpenTelemetry)
- stack-profile:chaos-engineering·StackProfileChaos Engineering (Kubernetes, Prometheus, Grafana, Go, OpenTelemetry)
- stack-profile:compliance-audit-trail·StackProfileCompliance & Audit Trail (Go, PostgreSQL, RabbitMQ, Vault, Elasticsearch, Prometheus)
- stack-profile:incident-management-platform·StackProfileIncident Management (Go, PostgreSQL, Redis, PagerDuty, Slack, Prometheus)
- stack-profile:rate-limiting-api-throttle·StackProfileRate Limiting / API Throttle (Go, Redis, Prometheus, Docker)
- stack-profile:erlang-otp-telecom·StackProfileErlang / OTP Telecom (Erlang, Docker)
- stack-profile:saga-distributed-transaction·StackProfileSaga / Distributed Transaction (Go, Kafka, PostgreSQL, Redis, gRPC, Docker)
- stack-profile:approval-workflow-engine·StackProfileApproval Workflow Engine (Go, PostgreSQL, Redis, React, gRPC, Docker)
- stack-profile:hybrid-cloud-onprem·StackProfileHybrid Cloud — On-Prem + Cloud (Kubernetes, Terraform, Vault, Prometheus, ArgoCD, Helm)
- stack-profile:webhook-relay-proxy·StackProfileWebhook Relay / Proxy (Go, Redis, PostgreSQL, Prometheus, Docker)
tool_used_by3
- tool:helicone·ToolHelicone
- tool:lunaroute·ToolLunaRoute
- tool:cctop·Toolcctop
used_for8
- library:morgan·Librarymorgan
- library:winston·LibraryWinston
- library:pino·LibraryPino
- tool:datadog·ToolDatadog
- tool:grafana·ToolGrafana
- tool:prometheus·ToolPrometheus
- tool:opentelemetry-collector·ToolOpenTelemetry Collector
- tool:fluent-bit·ToolFluent Bit