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        "skill_nature": "METHODOLOGY",
        "slug": "integration-testing",
        "sub_category_id": 44,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 1854,
      "existing_alias_text": "Monitoring",
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      "matched_canonical": {
        "category_id": 2,
        "display_name": "Monitoring",
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        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "monitoring",
        "sub_category_id": 924,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "TODO: REMOVE AFTER TESTING \u2014 alias DB write disabled",
      "alias_persisted": false,
      "existing_alias_id": 6228,
      "existing_alias_text": "monorepo structure",
      "input_term": "Monorepo",
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      ]
    },
    {
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        "display_name": "JavaScript and TypeScript",
        "id": 114,
        "rationale": "Primary implementation languages for browser client code, UI logic, and shared frontend utilities. These languages are the main coding surface for building interactive web experiences in this role.",
        "slug": "javascript-and-typescript",
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      "input_skill": "Node.js",
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      "roles_from_db": [
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        },
        {
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      ]
    },
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        "source": "db"
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    },
    {
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        "rationale": "Systems used to define, run, and maintain automated build and deployment workflows. This cluster is coherent because the role owns delivery automation end to end, including pipeline reliability and promotion logic.",
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    },
    {
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        "rationale": "Tools and platforms for automating ML model integration, testing, and deployment pipelines.",
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        }
      ]
    },
    {
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        "rationale": "Systems used to define, run, and maintain automated build and deployment workflows. This cluster is coherent because the role owns delivery automation end to end, including pipeline reliability and promotion logic.",
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      ]
    },
    {
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        "rationale": "Tools and platforms for automating ML model integration, testing, and deployment pipelines.",
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    },
    {
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        "rationale": "Systems used to define, run, and maintain automated build and deployment workflows. This cluster is coherent because the role owns delivery automation end to end, including pipeline reliability and promotion logic.",
        "slug": "ci-cd-pipeline-platforms",
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      },
      "input_skill": "CircleCI",
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      "roles_from_db": [
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          "display_name": "DevOps Engineer",
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    },
    {
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        "rationale": "Systems used to define, run, and maintain automated build and deployment workflows. This cluster is coherent because the role owns delivery automation end to end, including pipeline reliability and promotion logic.",
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      },
      "input_skill": "GitHub Actions",
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      ]
    },
    {
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