Build a multi-tenant Email Pipeline

Last updated: December 16, 2025

Quick Overview

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

OpenAI
System Design
Software Engineer
OpenAI
December 16, 2025
Software Engineer
System Design Round
System Design
Hard

25

12

3,997 solved


Design a multi-tenant email 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 OpenAI. 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. OpenAI values engineers who can think about scalability from day one.

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
Partitioning and sharding strategies
Security and authentication
Consistency models and replication
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 region-wide outage?
  • What monitoring and alerting would you set up on day one?
  • What happens if one of your database nodes goes down?
  • How would you migrate from a monolithic to a microservices architecture?
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Sample Answer
Requirements Clarification

Before diving into the architecture, clarify the scope with the interviewer. For multi-tenant Email Pipeline, key functional requirements include: wha...

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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