Design a A/B Testing for Zoom

Last updated: February 10, 2026

Quick Overview

Design a real-time a/b testing system that handles millions of requests. Discuss trade-offs in consistency, availability, and performance.

Zoom
System Design
Machine Learning Engineer
Zoom
February 10, 2026
Machine Learning Engineer
Technical Screen
System Design
Easy

8

12

4,314 solved


Design a real-time a/b testing system that handles millions of requests. Discuss trade-offs in consistency, availability, and performance.

This is a common system design question asked during Technical Screen at Zoom. The interviewer expects you to demonstrate your ability to design large-scale distributed systems, make well-reasoned trade-offs, and communicate your thought process clearly. Zoom values engineers who can think about scalability from day one.

What the Interviewer Expects
  • Clearly define functional and non-functional requirements
  • Propose a reasonable high-level architecture with core components
  • Choose appropriate data storage solutions with basic justification
  • Discuss basic scaling strategies (horizontal scaling, caching)
  • Identify potential bottlenecks and suggest simple solutions
Key Topics to Cover
Failure handling and fault tolerance
Database selection and data modeling
Security and authentication
High-level architecture and component design
API design and rate limiting
How to Approach This
  1. Start by clarifying functional and non-functional requirements with the interviewer.
  2. Estimate the scale: QPS, storage, bandwidth. This drives your design decisions.
  3. Draw a high-level architecture first, then deep dive into 1-2 critical components.
  4. Discuss trade-offs explicitly (e.g., consistency vs availability, SQL vs NoSQL).
  5. Address failure scenarios, monitoring, and how the system handles 10x traffic spikes.
Possible Follow-up Questions
  • How would you implement rate limiting to protect the system?
  • How would you handle a region-wide outage?
  • What monitoring and alerting would you set up on day one?
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Sample Answer
Requirements

Functional Requirements:

  1. User Segmentation: Ability to segment users into different groups for A/B testing.
  2. Experiment Creation: Users should be able to create, manage, and delete A/...
Capacity Estimation

Assume Zoom has around 300 million active users:

  • Daily Active Users: 300 million
  • Requests for A/B testing per user: Assume 1 request per user per day for A/B testing.
  • **Total Requests pe...

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