II.
SkillArea JSON
Structured · liveskill-area:observability-instrumentation
Observability Instrumentation json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "skill-area:observability-instrumentation",
"_kind": "SkillArea",
"_file": "domain/skill-areas/skill-areas-technical-depth.yaml",
"_cluster": "domain",
"attributes": {
"displayName": "Observability Instrumentation",
"description": "Instrumenting applications for observability — structured logging,\nmetric emission (counters, gauges, histograms), distributed trace\npropagation (OpenTelemetry, W3C Trace Context), and span annotation.\nCovers SDK integration, auto-instrumentation, and custom metric design.\n",
"domains": [
"specialization:observability",
"specialization:devops-sre-platform"
],
"expertiseLevels": [
"intermediate",
"expert"
]
},
"outgoingEdges": [
{
"from": "skill-area:observability-instrumentation",
"to": "specialization:observability",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "skill-area:observability-instrumentation",
"to": "skill-area:distributed-tracing",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:observability-instrumentation",
"to": "skill-area:alerting-oncall",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "required"
}
},
{
"from": "skill-area:observability-instrumentation",
"to": "skill-area:log-aggregation",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:observability-instrumentation",
"to": "skill-area:metrics-dashboarding",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:observability-instrumentation",
"to": "skill-area:observability-pipeline",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:observability-instrumentation",
"to": "skill-area:sli-slo-management",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:observability-instrumentation",
"to": "skill-area:incident-response",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:observability-instrumentation",
"to": "skill-area:error-tracking",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
}
],
"incomingEdges": [
{
"from": "orch-primitive:progress-stream",
"to": "skill-area:observability-instrumentation",
"kind": "orch_requires_skill_area",
"attributes": {}
},
{
"from": "orch-primitive:cost-tracking",
"to": "skill-area:observability-instrumentation",
"kind": "orch_requires_skill_area",
"attributes": {}
},
{
"from": "orch-primitive:audit-trail",
"to": "skill-area:observability-instrumentation",
"kind": "orch_requires_skill_area",
"attributes": {}
},
{
"from": "orch-primitive:result-validation",
"to": "skill-area:observability-instrumentation",
"kind": "orch_requires_skill_area",
"attributes": {}
},
{
"from": "orch-primitive:telemetry-collection",
"to": "skill-area:observability-instrumentation",
"kind": "orch_requires_skill_area",
"attributes": {}
},
{
"from": "library:serilog",
"to": "skill-area:observability-instrumentation",
"kind": "library_used_by",
"attributes": {}
},
{
"from": "library:nlog",
"to": "skill-area:observability-instrumentation",
"kind": "library_used_by",
"attributes": {}
},
{
"from": "library:zap",
"to": "skill-area:observability-instrumentation",
"kind": "library_used_by",
"attributes": {}
},
{
"from": "library:zerolog",
"to": "skill-area:observability-instrumentation",
"kind": "library_used_by",
"attributes": {}
},
{
"from": "library:tracing-rs",
"to": "skill-area:observability-instrumentation",
"kind": "library_used_by",
"attributes": {}
},
{
"from": "library:slf4j",
"to": "skill-area:observability-instrumentation",
"kind": "library_used_by",
"attributes": {}
},
{
"from": "library:log4j",
"to": "skill-area:observability-instrumentation",
"kind": "library_used_by",
"attributes": {}
},
{
"from": "library:morgan",
"to": "skill-area:observability-instrumentation",
"kind": "used_for"
},
{
"from": "library:winston",
"to": "skill-area:observability-instrumentation",
"kind": "used_for"
},
{
"from": "library:pino",
"to": "skill-area:observability-instrumentation",
"kind": "used_for"
},
{
"from": "library:structlog",
"to": "skill-area:observability-instrumentation",
"kind": "library_used_by",
"attributes": {}
},
{
"from": "library:loguru",
"to": "skill-area:observability-instrumentation",
"kind": "library_used_by",
"attributes": {}
},
{
"from": "stack-profile:stream-processing",
"to": "skill-area:observability-instrumentation",
"kind": "requires_skill_area"
},
{
"from": "stack-profile:observability-stack",
"to": "skill-area:observability-instrumentation",
"kind": "requires_skill_area"
},
{
"from": "stack-profile:api-gateway-microservices",
"to": "skill-area:observability-instrumentation",
"kind": "requires_skill_area"
},
{
"from": "stack-profile:high-perf-api-server",
"to": "skill-area:observability-instrumentation",
"kind": "requires_skill_area"
},
{
"from": "stack-profile:realtime-websocket-server",
"to": "skill-area:observability-instrumentation",
"kind": "requires_skill_area"
},
{
"from": "stack-profile:grpc-microservice-mesh",
"to": "skill-area:observability-instrumentation",
"kind": "requires_skill_area"
},
{
"from": "stack-profile:supply-chain-visibility",
"to": "skill-area:observability-instrumentation",
"kind": "requires_skill_area"
},
{
"from": "stack-profile:autonomous-agent-fleet",
"to": "skill-area:observability-instrumentation",
"kind": "requires_skill_area"
},
{
"from": "stack-profile:ai-safety-guardrails",
"to": "skill-area:observability-instrumentation",
"kind": "requires_skill_area"
},
{
"from": "stack-profile:log-analytics-elk",
"to": "skill-area:observability-instrumentation",
"kind": "requires_skill_area"
},
{
"from": "stack-profile:service-mesh",
"to": "skill-area:observability-instrumentation",
"kind": "requires_skill_area"
},
{
"from": "stack-profile:chaos-engineering",
"to": "skill-area:observability-instrumentation",
"kind": "requires_skill_area"
},
{
"from": "stack-profile:compliance-audit-trail",
"to": "skill-area:observability-instrumentation",
"kind": "requires_skill_area"
},
{
"from": "stack-profile:incident-management-platform",
"to": "skill-area:observability-instrumentation",
"kind": "requires_skill_area"
},
{
"from": "stack-profile:rate-limiting-api-throttle",
"to": "skill-area:observability-instrumentation",
"kind": "requires_skill_area"
},
{
"from": "stack-profile:erlang-otp-telecom",
"to": "skill-area:observability-instrumentation",
"kind": "requires_skill_area"
},
{
"from": "stack-profile:saga-distributed-transaction",
"to": "skill-area:observability-instrumentation",
"kind": "requires_skill_area"
},
{
"from": "stack-profile:approval-workflow-engine",
"to": "skill-area:observability-instrumentation",
"kind": "requires_skill_area"
},
{
"from": "stack-profile:hybrid-cloud-onprem",
"to": "skill-area:observability-instrumentation",
"kind": "requires_skill_area"
},
{
"from": "stack-profile:webhook-relay-proxy",
"to": "skill-area:observability-instrumentation",
"kind": "requires_skill_area"
},
{
"from": "tool:datadog",
"to": "skill-area:observability-instrumentation",
"kind": "used_for"
},
{
"from": "tool:grafana",
"to": "skill-area:observability-instrumentation",
"kind": "used_for"
},
{
"from": "tool:helicone",
"to": "skill-area:observability-instrumentation",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:prometheus",
"to": "skill-area:observability-instrumentation",
"kind": "used_for"
},
{
"from": "tool:lunaroute",
"to": "skill-area:observability-instrumentation",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:cctop",
"to": "skill-area:observability-instrumentation",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:opentelemetry-collector",
"to": "skill-area:observability-instrumentation",
"kind": "used_for"
},
{
"from": "tool:fluent-bit",
"to": "skill-area:observability-instrumentation",
"kind": "used_for"
},
{
"from": "lib-agent:ai-agents-conversational--observability-engineer",
"to": "skill-area:observability-instrumentation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:code-migration-modernization--observability-migration-agent",
"to": "skill-area:observability-instrumentation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:code-migration-modernization--operational-readiness-agent",
"to": "skill-area:observability-instrumentation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:data-science-ml--drift-detective",
"to": "skill-area:observability-instrumentation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:devops-sre-platform--observability-expert",
"to": "skill-area:observability-instrumentation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:sdk-platform-development--telemetry-privacy-auditor",
"to": "skill-area:observability-instrumentation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:software-architecture--observability-architect",
"to": "skill-area:observability-instrumentation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:devops-sre-platform--log-aggregation",
"to": "skill-area:observability-instrumentation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:devops-sre-platform--monitoring-setup",
"to": "skill-area:observability-instrumentation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:devops-sre-platform--service-mesh",
"to": "skill-area:observability-instrumentation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:observability--incident-lifecycle",
"to": "skill-area:observability-instrumentation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:performance-optimization--apm-instrumentation",
"to": "skill-area:observability-instrumentation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:software-architecture--observability-implementation",
"to": "skill-area:observability-instrumentation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:ai-agents-conversational--opentelemetry-llm",
"to": "skill-area:observability-instrumentation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:code-migration-modernization--logging-migrator",
"to": "skill-area:observability-instrumentation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:data-science-ml--arize-observability",
"to": "skill-area:observability-instrumentation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:data-science-ml--whylabs-monitor",
"to": "skill-area:observability-instrumentation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:desktop-development--sentry-desktop-setup",
"to": "skill-area:observability-instrumentation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:devops-sre-platform--log-analysis",
"to": "skill-area:observability-instrumentation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:devops-sre-platform--prometheus-grafana",
"to": "skill-area:observability-instrumentation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:devops-sre-platform--service-mesh",
"to": "skill-area:observability-instrumentation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:sdk-platform-development--health-check-endpoint",
"to": "skill-area:observability-instrumentation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:sdk-platform-development--opentelemetry-integrator",
"to": "skill-area:observability-instrumentation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:sdk-platform-development--usage-analytics-collector",
"to": "skill-area:observability-instrumentation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:software-architecture--dashboard-generator",
"to": "skill-area:observability-instrumentation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:software-architecture--log-schema-generator",
"to": "skill-area:observability-instrumentation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:software-architecture--metrics-schema-generator",
"to": "skill-area:observability-instrumentation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:software-architecture--tracing-schema-generator",
"to": "skill-area:observability-instrumentation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
}
]
}