Your question is Architecting Real-Time Pipelines. Take a moment with it on the right.
Talk me through your thinking if you like. When you're confident, submit your answer and I'll grade it like a real screen (7/10 or better passes).
Walk through how you would architect a real-time data pipeline or large-scale security platform using modern data platforms.
Discuss the end-to-end design for ingesting, processing, analyzing, and serving security events. Explain your scale assumptions, online and batch paths, ML architecture, evaluation strategy, operational safeguards, and major failure modes. Be explicit about latency, availability, cost, data quality, privacy, feature drift, and training-serving consistency.