Build a real-time Chat Pipeline

Last updated: December 2, 2025

Quick Overview

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

Uber
System Design
Product Manager
Uber
December 2, 2025
Product Manager
Technical Screen
System Design
Easy

10

4

1,820 solved


Design a real-time chat 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 Uber. 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. Uber 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
High-level architecture and component design
Requirements gathering and capacity estimation
Caching strategies (local, distributed, CDN)
Message queues and async processing
Partitioning and sharding strategies
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
  • What would the deployment pipeline look like for this system?
  • How would you handle a 10x increase in traffic overnight?
  • How would you optimize costs as the system scales?
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Sample Answer
Requirements Clarification

Before diving into the architecture, clarify the scope with the interviewer. For real-time Chat Pipeline, key functional requirements include: what ar...

Capacity Estimation

Estimate the scale to drive design decisions. Assume 100M DAU with an average of 10 actions per user per day = 1B requests/day ~ 12K QPS average, ~36K...


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