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        "rationale": "Major cloud platforms and their core service ecosystems used to design target-state architectures, choose deployment boundaries, and evaluate managed capabilities. This is the primary substrate for cloud architecture decisions.",
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        "display_name": "Vendor Product Families",
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        "rationale": "Coordinate usage, licensing, and architecture decisions for major vendor software and cloud product families.",
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        "source": "db"
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    {
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        "source": "db"
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    {
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          "display_name": "PHP Backend Developer",
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          "rationale": null,
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    {
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        "rationale": "Monitoring, logging, tracing, and operational readiness patterns used to keep cloud platforms supportable. Cloud Architects use this to define what telemetry and operational controls workloads must expose.",
        "slug": "observability-and-operations",
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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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            "slug": "cloud-security-engineer",
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        "skill_id": 186,
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        "skipped_reason": null
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          "slug": "cloud-security-posture-tools",
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        "role_dimension_saved": false,
        "roles_from_db": [
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            "slug": "cloud-security-engineer",
            "source": "db"
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            "display_name": "Cyber Security Engineer",
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            "slug": "cybersecurity-engineer",
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          "source": "db"
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        "roles_from_db": [
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            "rationale": null,
            "role_archetype": "Engineering",
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          {
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            "source": "db"
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            "slug": "cybersecurity-engineer",
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          {
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            "slug": "devops-engineer",
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            "role_archetype": null,
            "slug": "full-stack-engineer",
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            "source": "db"
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            "display_name": "MLOps Engineer",
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            "rationale": null,
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            "slug": "ml-ops-engineer",
            "source": "db"
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            "role_archetype": "Engineering",
            "slug": "node-backend-developer",
            "source": "db"
          },
          {
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            "slug": "python-backend-developer",
            "source": "db"
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            "slug": "scala-backend-developer",
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        "skipped_reason": null
      },
      {
        "chosen_role_id": 1,
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          "difficulty_hint": "well_known",
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          "rationale": "Operates and integrates vendor-specific cloud compute, storage, and hosting services.",
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          "source": "db"
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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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          {
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        ],
        "skill_dimension_saved": true,
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        "skipped_reason": null
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      {
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        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Cloud Platforms for AI Deployment",
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          "rationale": "Major cloud services that provide infrastructure and managed services for AI workloads.",
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        "role_dimension_saved": false,
        "roles_from_db": [
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      {
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        "dimension": {
          "difficulty_hint": "well_known",
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          "source": "db"
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        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
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        "roles_from_db": [
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            "slug": "cloud-security-engineer",
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        ],
        "skill_dimension_saved": true,
        "skill_id": 188,
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        "skipped_reason": null
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      {
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          "difficulty_hint": "well_known",
          "display_name": "Cloud Security Posture Tools",
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          "slug": "cloud-security-posture-tools",
          "source": "db"
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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": "Cloud Security Engineer",
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            "slug": "cloud-security-engineer",
            "source": "db"
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          {
            "display_name": "Cyber Security Engineer",
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            "rationale": null,
            "role_archetype": null,
            "slug": "cybersecurity-engineer",
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        "skill_dimension_saved": true,
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        "skipped_reason": null
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        "chosen_role_id": 1,
        "dimension": {
          "difficulty_hint": "well_known",
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          "id": 477,
          "rationale": "Coordinate usage, licensing, and architecture decisions for major vendor software and cloud product families.",
          "slug": "vendor-product-families",
          "source": "db"
        },
        "dimension_id": 477,
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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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            "rationale": null,
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            "slug": "engineering-manager",
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        ],
        "skill_dimension_saved": true,
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      {
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          "slug": "ci-cd-pipeline-platforms",
          "source": "db"
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        "dimension_id": 150,
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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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            "slug": "devops-engineer",
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        "skill_dimension_saved": true,
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        "skipped_reason": null
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        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
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        "role_dimension_saved": false,
        "roles_from_db": [
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        "skill_dimension_saved": true,
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        "matched_chosen_role": true,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
        "role_dimension_saved": true,
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