Code RoomTransaction fraud detection
HardPrep Room Coding #3865

Transaction fraud detection

System designML systemsSenior–Staff~45 min

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.

Clarify5:00 left
Estimate5:00 planned
Design15:00 planned
Deep dive12:00 planned
Failure8:00 planned
0:00
Which questions mattered is sealed until you submit. Telling you now would just be handing over the edge cases.