Design a large-scale Messaging Platform
Last updated: September 29, 2025
Quick Overview
Design a multi-tenant messaging system that handles millions of requests. Discuss trade-offs in consistency, availability, and performance.
OpenAI
September 29, 20257
0
1,562 solved
Design a multi-tenant messaging system that handles millions of requests. Discuss trade-offs in consistency, availability, and performance.
ML system design at OpenAI goes beyond model selection. This Technical Screen question evaluates your ability to design end-to-end ML pipelines, from data collection to model serving, while considering production constraints like latency and reliability.
What the Interviewer Expects
- Map the business problem to a concrete ML objective
- Propose reasonable features and a baseline model
- Discuss basic model evaluation metrics
- Outline a simple serving architecture
Key Topics to Cover
How to Approach This
- Start by clarifying functional and non-functional requirements with the interviewer.
- Estimate the scale: QPS, storage, bandwidth. This drives your design decisions.
- Draw a high-level architecture first, then deep dive into 1-2 critical components.
- Discuss trade-offs explicitly (e.g., consistency vs availability, SQL vs NoSQL).
- Address failure scenarios, monitoring, and how the system handles 10x traffic spikes.
Possible Follow-up Questions
- How would you handle the cold start problem?
- How would you ensure fairness and reduce bias in the model?
- How would you handle a 10x increase in prediction requests?
- What is your model retraining strategy?
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Requirements
Functional Requirements:
- Multi-Tenant Support: Ability to handle multiple organizations, each with their own users and data.
- Real-time Messaging: Users should be able to send and rec...
Capacity Estimation
Assuming we have 10 million users, each sending an average of 10 messages per day:
- Total Messages per Day: 10 million users * 10 messages = 100 million messages/day.
- Messages per Second: 1...