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          "display_name": "Web Application Frameworks",
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          "rationale": "Server frameworks and runtimes used to build HTTP services, controllers, middleware, and request pipelines. These frameworks shape how backend endpoints are structured and delivered.",
          "slug": "web-application-frameworks",
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            "display_name": "Fullstack Developer",
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            "display_name": "Fullstack Developer",
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          "slug": "api-interface-and-contract-design",
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        "dimension_id": 289,
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        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
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            "display_name": "Go Backend Developer",
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            "slug": "go-backend-developer",
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            "display_name": "Kotlin Backend Developer",
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            "display_name": "PHP Backend Developer",
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        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
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            "display_name": "Pega Developer",
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            "role_archetype": null,
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        "roles_from_db": [
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            "display_name": "Engineering Manager",
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        "dimension_id": 324,
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        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
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            "display_name": "Flutter Developer",
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            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "flutter-developer",
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        ],
        "skill_dimension_saved": true,
        "skill_id": 2271,
        "skill_tag": "in_db",
        "skipped_reason": null
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          "rationale": "Automated checks used to validate Java backend behavior across unit, integration, and service boundaries. This cluster covers test design, fixtures, mocks, and regression coverage for backend changes.",
          "slug": "testing-and-verification",
          "source": "db"
        },
        "dimension_id": 284,
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        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
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            "display_name": "Go Backend Developer",
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            "rationale": null,
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            "slug": "go-backend-developer",
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            "display_name": "Java Backend Developer",
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            "rationale": null,
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            "display_name": "Kotlin Backend Developer",
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            "display_name": "Ruby Backend Developer",
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          "rationale": "Covers the primary software frameworks and libraries often used alongside Sitecore for building and enhancing site experiences.",
          "slug": "application-frameworks-libraries",
          "source": "db"
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        "dimension_id": 451,
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        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
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            "display_name": "Sitecore Dev",
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        "skill_dimension_saved": true,
        "skill_id": 610,
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          "slug": "frameworks-libraries",
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        "dimension_id": 360,
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        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "Drupal Dev",
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            "rationale": null,
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            "display_name": "Engineering Manager",
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          "slug": "frontend-frameworks-and-libraries",
          "source": "db"
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        "dimension_id": 434,
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        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
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            "display_name": "Shopify Dev",
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        "skill_dimension_saved": true,
        "skill_id": 610,
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          "slug": "javascript-for-wordpress",
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        "dimension_id": 329,
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        "role_dimension_saved": false,
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            "display_name": "WordPress Dev",
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        "dimension_id": 302,
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        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
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          "rationale": "Component frameworks and rendering models used to build browser screens, reusable UI, and interactive client flows. This is a core cluster because frontend engineers spend much of their time composing and updating view hierarchies.",
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          "source": "db"
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        "dimension_id": 115,
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        "matched_chosen_role": true,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
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            "display_name": "Frontend Developer",
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            "display_name": "Fullstack Developer",
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            "rationale": null,
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            "display_name": "Fullstack Developer",
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            "display_name": "Hybrid Mobile Developer",
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          },
          {
            "display_name": "Ionic Developer",
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            "role_archetype": null,
            "slug": "ionic-developer",
            "source": "db"
          },
          {
            "display_name": "Web Developer",
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        ],
        "skill_dimension_saved": true,
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        "chosen_role_id": 15,
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          "slug": "screen-navigation-and-state",
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        "dimension_id": 83,
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        "matched_chosen_role": true,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
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            "display_name": "Flutter Developer",
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          {
            "display_name": "Fullstack Developer",
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          {
            "display_name": "Fullstack Developer",
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            "slug": "hybrid-mobile-developer",
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            "display_name": "Ionic Developer",
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            "rationale": null,
            "role_archetype": null,
            "slug": "ionic-developer",
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          },
          {
            "display_name": "Native Mobile Developer",
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            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "native-mobile-developer",
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          {
            "display_name": "React Native Developer",
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          {
            "display_name": "iOS Developer",
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            "slug": "ios-engineer",
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        "skill_dimension_saved": true,
        "skill_id": 617,
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      },
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        "chosen_role_id": 15,
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