Design Rate Limiting Infrastructure for real-time analytics
Last updated: December 18, 2025
Quick Overview
Design a distributed rate limiting system that handles millions of requests. Discuss trade-offs in consistency, availability, and performance.
Netflix
December 18, 202543
6
2,744 solved
Design a distributed rate limiting system that handles millions of requests. Discuss trade-offs in consistency, availability, and performance.
This fundamentals question from Netflix's Onsite tests whether you can reason about software design at a deep level. The interviewer expects discussion of maintainability, testability, and operational considerations.
What the Interviewer Expects
- Apply engineering principles to a realistic design scenario
- Discuss trade-offs between different approaches with concrete examples
- Demonstrate understanding of testability, maintainability, and extensibility
- Connect theoretical concepts to production engineering practices
- Discuss how the approach scales with team and codebase size
Key Topics to Cover
How to Approach This
- Apply SOLID principles. Single Responsibility makes code testable, Open/Closed makes it extensible.
- Choose data structures based on access patterns, not familiarity.
- Prefer immutable data and message passing over shared mutable state for concurrency.
- Design APIs with RESTful conventions, versioning, meaningful errors, and pagination from day one.
Possible Follow-up Questions
- How would you document this for other engineers?
- How would you measure the performance of this component in production?
- How would this design change if the team size doubled?
- What testing strategy would you use for this component?
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Core Design Principles
For designing a distributed rate limiting system for Netflix's real-time analytics, we will apply the following core design principles:
- Single Responsibility Principle (SRP): Each component of...
Architecture
The architecture for the rate limiting infrastructure will be based on a microservices approach:
- Service Composition: We will have dedicated services for rate limiting, user management, and an...
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