Design a Recommendation for Cockroach Labs
Last updated: February 4, 2026
Quick Overview
Design a real-time recommendation system that handles millions of requests. Discuss trade-offs in consistency, availability, and performance.
Cockroach Labs
February 4, 202635
5
2,621 solved
Design a real-time recommendation system that handles millions of requests. Discuss trade-offs in consistency, availability, and performance.
System design interviews at Cockroach Labs 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
- 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
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
- What monitoring and alerting would you set up on day one?
- How would you implement rate limiting to protect the system?
- How would you handle a 10x increase in traffic overnight?
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Requirements
Functional Requirements
- Real-time Recommendations: The system should provide personalized recommendations based on user activity, preferences, and historical data.
- Scalability: The s...
Capacity Estimation
Assuming Cockroach Labs has around 10 million active users, with each user making 10 recommendation requests per day:
- Total Requests: 10 million users * 10 requests = 100 million requests per da...
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