{
  "id": "skill-area:test-pyramid-design",
  "_kind": "SkillArea",
  "_file": "domain/skill-areas/skill-areas-expanded-4.yaml",
  "_cluster": "domain",
  "attributes": {
    "displayName": "Test Pyramid Design",
    "description": "Designing a balanced test pyramid — determining the right ratio of unit,\nintegration, and end-to-end tests for a codebase, identifying anti-\npatterns like ice-cream-cone distributions, and optimizing feedback\nspeed versus confidence trade-offs.\n",
    "expertiseLevels": [
      "practitioner",
      "expert"
    ]
  },
  "outgoingEdges": [
    {
      "from": "skill-area:test-pyramid-design",
      "to": "domain:qa-testing",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "skill-area:test-pyramid-design",
      "to": "domain:software-engineering",
      "kind": "applies_to",
      "attributes": {
        "confidence": "secondary"
      }
    }
  ],
  "incomingEdges": []
}