Pipeline run

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        "source": "db"
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        "slug": "go-language-and-toolchain",
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      "input_skill": "REST",
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        "rationale": "Languages used to implement data pipelines, transformations, and operational glue. This is the primary coding surface for building ingestion, enrichment, and automation logic in data engineering.",
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    },
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        "rationale": "Models and manages data using non-relational database systems.",
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      "input_skill": "NoSQL",
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    },
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      "input_skill": "Redis",
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        "rationale": "Asynchronous processing patterns and worker systems used to decouple backend work from request handling. This is a coherent cluster because the role supports background jobs, retries, and deferred processing.",
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          "display_name": "PHP Backend Developer",
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          "role_archetype": "Engineering",
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    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
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        "id": 20,
        "rationale": "Underlying cloud providers that host the managed services or infrastructure used by the role, such as AWS, Azure, and GCP.",
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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": "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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        {
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          "slug": "data-engineer",
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        {
          "display_name": "DevOps Engineer",
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        {
          "display_name": "Fullstack Developer",
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