Design a Email Service

Last updated: March 5, 2026

Quick Overview

Design a fault-tolerant email system that handles millions of requests. Discuss trade-offs in consistency, availability, and performance.

Scale AI
System Design
Software Engineer
Scale AI
March 5, 2026
Software Engineer
Technical Screen
System Design
Hard

7

5

3,877 solved


Design a fault-tolerant email system that handles millions of requests. Discuss trade-offs in consistency, availability, and performance.

Scale AI asks this during the Technical Screen to assess your architectural thinking. They want to see how you decompose a complex problem, choose appropriate technologies, and reason about failure modes. Strong candidates proactively discuss monitoring, alerting, and operational concerns.

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
High-level architecture and component design
Monitoring, logging, and alerting
Caching strategies (local, distributed, CDN)
Requirements gathering and capacity estimation
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 monitoring and alerting would you set up on day one?
  • How would you handle schema migrations with zero downtime?
  • How would you migrate from a monolithic to a microservices architecture?
  • What happens if one of your database nodes goes down?
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Sample Answer
Requirements
  • Functional Requirements:
    • User registration and authentication to send/receive emails.
    • Sending emails with attachments, ensuring file size limits are enforced.
    • Receiving and storing e...
Capacity Estimation
  • User Base: Assuming Scale AI targets 10 million users, with an expected 50% active usage.
  • Requests per Second (RPS): Each active user sends and receives an average of 5 emails per day, tra...

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