A Clean Number for Every Merchant

A hard Pipeline Design mock interview question on DataDriven, with an AI interviewer who asks follow-up questions and a hire or no-hire decision at the end.

Domain
Pipeline Design
Difficulty
hard
Seniority
L7

Interview Prompt

Our payments platform generates a daily log containing every transaction across all merchants. The finance and BI teams need a clean merchant-level summary - total volume, transaction count, average amount - but the raw logs have duplicates, schema inconsistencies, and no restart safety. Design a batch pipeline that reliably produces this summary.

Summary

Raw payment logs in. Clean merchant summaries out.

How This Interview Works

  1. Read the vague prompt (just like a real interview)
  2. Ask clarifying questions to the AI interviewer
  3. Draw your pipeline on the design canvas: sources, transforms, storage and checks
  4. Answer the interviewer's follow-up questions, then get a hire or no-hire decision