System designHardsd-p025

Subject Ml system designLevel Senior–Staff~45 minCommon in ML systems interviewsIndustries Technology, Software development

Question

Design a real-time fraud-detection system for payment transactions that scores each transaction in-line within the authorization window and improves from labeled outcomes.

What a strong answer looks like

Clarify scale and constraints first. Propose a clean component breakdown, then go deep on the hard parts — data model, bottlenecks, consistency, failure modes — and name the trade-offs you are making.

Learn the concepts

Narrate your design

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Run or narrate your approach, then ask the coach.