How would you design a real-time event processing system that handles millions of events per second with sub-second latency and exactly-once processing guarantees?

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Designing a real-time event processing system at this scale requires careful attention to every layer of the architecture, from event ingestion through processing to output, with specific strategies at each layer to maintain throughput, latency, and processing guarantees.