Ctrl K
Data Analyst · Senior · System design

Design an internal A/B testing platform for a product with ten million users and a hundred concurrent experiments. What components would it consist of?

~10 min by voice

How to approach it

The interviewer checks whether the candidate understands an A/B platform as a system you can trust: deterministic assignment, isolation of a hundred concurrent experiments, correct statistics, and automatic protection against broken data (SRM, A/A) and against harm to the product (guardrails).

Have you seen this question in a real interview?
Answers0
Avg. score—
Strong—
Practiced0
Topics
Similar questionsA company runs dozens of A/B tests at the same time, and analysts calculate the results by hand in notebooks. Design the data side of an experimentation platform that calculates results automatically. Mid-levelYour A/B tests run for four weeks, and the business wants decisions faster without losing sensitivity. What methods would you use? SeniorIn an A/B test you compare ten metrics across five segments, and in one segment one metric went up significantly. The product manager wants to roll the feature out to that segment. What's your take? Mid-levelWhat are the most common mistakes people make when running A/B tests? JuniorHow would you plan an A/B test of a new checkout button in an online store? Junior

Answer by voice

The interviewer will ask this question and listen. Think out loud and ask for a hint if you need one. When you're done, pause or tap “That's my answer”. In about a minute, your score and the points you covered show up here.

Sign in to answer

Best with headphones · ~10 min