Design a low-latency Rate Limiting System

Last updated: January 18, 2026

Quick Overview

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

Walmart
System Design
Software Engineer
Walmart
January 18, 2026
Software Engineer
Onsite
System Design
Easy

795

10

1,776 solved


Design a low-latency 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 allow for configurable rate limits (e.g., 100 requests per minute) per user or IP address.
  2. Quota Management: Ability to track a...
Capacity Estimation

Assuming we need to handle 10 million requests per minute:

  • Per Second: 10 million requests / 60 seconds = ~166,667 requests per second.
  • Per User: If we assume an average of 100,000 active ...

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