Design a low-latency Messaging System

Last updated: September 30, 2025

Quick Overview

Design a low-latency messaging system that handles millions of requests. Discuss trade-offs in consistency, availability, and performance.

Cockroach Labs
System Design
Product Manager
Cockroach Labs
September 30, 2025
Product Manager
System Design Round
System Design
Easy

41

14

4,799 solved


Design a low-latency messaging system that handles millions of requests. Discuss trade-offs in consistency, availability, and performance.

This is a common system design question asked during System Design Round at Cockroach Labs. 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. Cockroach Labs 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
API design and rate limiting
Monitoring, logging, and alerting
Requirements gathering and capacity estimation
Load balancing and horizontal scaling
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 handle a 10x increase in traffic overnight?
  • What would the deployment pipeline look like for this system?
  • How would you migrate from a monolithic to a microservices architecture?
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Sample Answer
Requirements

Functional Requirements

  1. Messaging API: Provide endpoints for sending, receiving, and deleting messages.
  2. User Management: Authentication and user profiles to manage user identities. 3...
Capacity Estimation
  1. User Base: Assume 10 million active users.
  2. Message Throughput: Estimate 10 messages per user per day, totaling 100 million messages daily or roughly 1,157 requests per second.
  3. **Stora...

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