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        "slug": "web-service-frameworks",
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        "rationale": "Systems used to define, run, and maintain automated build and deployment workflows. This cluster is coherent because the role owns delivery automation end to end, including pipeline reliability and promotion logic.",
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      "input_skill": "GitLab",
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        "rationale": "Tools and platforms for automating ML model integration, testing, and deployment pipelines.",
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      "dimension": {
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        "rationale": "Patterns for promoting changes safely across environments, including rollout, rollback, and release gating strategies. Cloud Architects define these patterns so teams can deploy consistently across the platform.",
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      "input_skill": "DevOps",
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