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Owns cloud infrastructure, reliability and observability for a large-scale programmatic advertising platform and machine learning team, running thousands of workloads on AWS and Kubernetes. Builds automation and infrastructure-as-code, supports monitoring, and handles on-call escalations and runbooks. Needs several years of Linux, AWS, and Kubernetes administration plus configuration-management and Python or similar coding experience.