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    {
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        "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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      "roles_from_db": [
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          "role_archetype": "Engineering",
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          "slug": "data-engineer",
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        {
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        "roles_from_db": [
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          "rationale": "Major cloud services that provide infrastructure and managed services for AI workloads.",
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        "roles_from_db": [
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        "roles_from_db": [
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