II.
SkillArea JSON
Structured · liveskill-area:testing-in-production
Testing in Production json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "skill-area:testing-in-production",
"_kind": "SkillArea",
"_file": "domain/skill-areas/skill-areas-expanded-4.yaml",
"_cluster": "domain",
"attributes": {
"displayName": "Testing in Production",
"description": "Safely testing in production environments — implementing canary analysis,\ntraffic mirroring / shadow testing, feature-flag-guarded experiments,\nand observability-driven verification that complement pre-production\ntesting without risking customer impact.\n",
"expertiseLevels": [
"intermediate",
"expert"
]
},
"outgoingEdges": [
{
"from": "skill-area:testing-in-production",
"to": "domain:qa-testing",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "skill-area:testing-in-production",
"to": "domain:site-reliability",
"kind": "applies_to",
"attributes": {
"confidence": "secondary"
}
}
],
"incomingEdges": []
}