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          "slug": "data-engineer",
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          "role_archetype": "Engineering",
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        "source": "db"
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      "input_skill": "AWS",
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      "roles_from_db": [
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          "role_archetype": null,
          "slug": "full-stack-engineer",
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          "rationale": null,
          "role_archetype": "Engineering",
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          "role_archetype": "Engineering",
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          "role_archetype": "Engineering",
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          "role_archetype": "Engineering",
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        "rationale": "Deploying, configuring, and managing Python backends on major cloud and PaaS offerings.",
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        "source": "db"
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      "input_skill": "AWS Lambda",
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      "roles_from_db": [
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          "display_name": "Python Backend Developer",
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    {
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        "display_name": "Cloud Platforms",
        "id": 20,
        "rationale": "Underlying cloud providers that host the managed services or infrastructure used by the role, such as AWS, Azure, and GCP.",
        "slug": "cloud-platforms",
        "source": "db"
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      "input_skill": "S3",
      "llm_role": null,
      "roles_from_db": [
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          "display_name": ".NET Backend Developer",
          "id": 83,
          "rationale": null,
          "role_archetype": "Engineering",
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          "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
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          "role_archetype": null,
          "slug": "cybersecurity-engineer",
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          "display_name": "Go Backend Developer",
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          "rationale": null,
          "role_archetype": "Engineering",
          "slug": "go-backend-developer",
          "source": "db"
        },
        {
          "display_name": "Java Backend Developer",
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          "rationale": null,
          "role_archetype": "Engineering",
          "slug": "java-backend-developer",
          "source": "db"
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          "display_name": "Kotlin Backend Developer",
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          "role_archetype": "Engineering",
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          "source": "db"
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          "rationale": null,
          "role_archetype": null,
          "slug": "ml-engineer",
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        {
          "display_name": "MLOps Engineer",
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          "rationale": null,
          "role_archetype": null,
          "slug": "ml-ops-engineer",
          "source": "db"
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        {
          "display_name": "Node.js Backend Developer",
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          "rationale": null,
          "role_archetype": "Engineering",
          "slug": "node-backend-developer",
          "source": "db"
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