Design a fault-tolerant Rate Limiting System

Last updated: January 14, 2026

Quick Overview

Design a fault-tolerant rate limiting system handling millions of requests. Discuss consistency, availability, and performance trade-offs.

Walmart
System Design
Software Engineer
Walmart
January 14, 2026
Software Engineer
Technical Screen
System Design
Easy

89

8

1,069 solved


Design a fault-tolerant rate limiting system handling millions of requests. Discuss consistency, availability, and performance trade-offs.

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.
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Sample Answer
Requirements

Functional Requirements

  1. Rate Limiting: The system must enforce limits on the number of requests per user (IP address) within a specified time window (e.g., 100 requests per minute).
  2. **Us...
Capacity Estimation

Walmart's online platform processes roughly 1 million concurrent users during peak hours. Assuming each user makes an average of 5 requests per minute, the system needs to handle:

  • **Total Requests ...

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