Design a distributed Messaging System

Last updated: May 4, 2026

Quick Overview

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

Mastercard
System Design
Software Engineer
Mastercard
May 4, 2026
Software Engineer
System Design Round
System Design
Hard

21

12

2,935 solved


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

System design interviews at Mastercard 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
  • Drive the design discussion proactively with minimal interviewer guidance
  • Perform detailed capacity estimation and use it to inform design decisions
  • Design for global scale with multi-region deployment and data consistency
  • Deep dive into 2-3 critical components with implementation-level detail
  • Address complex trade-offs: CAP theorem, eventual consistency, conflict resolution
  • Discuss operational excellence: deployment strategy, chaos engineering, SLOs/SLIs
  • Propose a phased rollout plan from MVP to full-scale system
Key Topics to Cover
Monitoring, logging, and alerting
Security and authentication
API design and rate limiting
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
  • What would the deployment pipeline look like for this system?
  • How would you implement rate limiting to protect the system?
  • 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. Messaging: The system should allow users to send and receive messages securely.
    2. Queue Management: Support for message queuing with features like pr...
Capacity Estimation
  • User Base: Assume 10 million active users.
  • Messages per User: Estimate an average of 100 messages per user per day.
  • Total Messages per Day: 10 million users * 100 messages = 1 bi...

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