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Own reliability for the production serving stack behind a real-time ad bidding engine: prediction serving, pacing and delivery. Define SLOs, reduce p99 latency, cut replica counts and cloud cost, and run incident response. Requires experience operating latency-sensitive services on Kubernetes and cloud, plus observability and infrastructure-as-code skills.