Design a large-scale Chat Platform

Last updated: February 17, 2026

Quick Overview

Design a scalable chat system that handles millions of requests. Discuss trade-offs in consistency, availability, and performance.

Grubhub
System Design
Software Engineer
Grubhub
February 17, 2026
Software Engineer
Onsite
System Design
Easy

1

9

2,604 solved


Design a scalable chat system that handles millions of requests. Discuss trade-offs in consistency, availability, and performance.

System design interviews at Grubhub typically last 45-60 minutes. You are expected to drive the conversation, starting from requirements gathering through to a detailed architecture. The interviewer will evaluate your ability to handle ambiguity and make practical engineering decisions.

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
Database selection and data modeling
High-level architecture and component design
Failure handling and fault tolerance
Security and authentication
Message queues and async processing
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 optimize costs as the system scales?
  • What happens if one of your database nodes goes down?
  • What monitoring and alerting would you set up on day one?
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Sample Answer
Requirements
  • Functional Requirements:
    1. Users should be able to send and receive messages in real-time.
    2. Support for 1-on-1 and group chats.
    3. Message history retrieval for previous conversat...
Capacity Estimation

Assuming Grubhub has about 30 million users, we can estimate:

  1. Average messages per user per day: 10
  2. Total messages per day: 30M users * 10 messages = 300M messages/day
  3. Average message s...

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