Code RoomAdaptive traffic shaping under overload
HardPrep Room Coding #3438

Adaptive traffic shaping under overload

System designDistributed systemsSenior–Staff~45 min

A payments API is approaching overload during a flash sale: incoming traffic exceeds capacity and naive behavior (accept everything) is driving latency up and triggering client retries that make it worse (a retry storm / metastable failure). Design adaptive traffic shaping and load shedding that keeps the system in a healthy regime. Cover how you decide what to shed vs admit, how you prioritize (a checkout vs a balance-poll), how you prevent retries from amplifying overload, and how the system recovers once it's tipped over.

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.