Build a distributed Rate Limiting Pipeline

Last updated: April 7, 2026

Quick Overview

Design a distributed rate limiting system that handles millions of requests. Discuss trade-offs in consistency, availability, and performance.

Tesla
System Design
Software Engineer
Tesla
April 7, 2026
Software Engineer
Onsite
System Design
Easy

3

12

55 solved


Design a distributed rate limiting system that handles millions of requests. Discuss trade-offs in consistency, availability, and performance.

Tesla asks this during the Onsite 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
  • 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
Database selection and data modeling
High-level architecture and component design
API design and rate limiting
Security and authentication
Failure handling and fault tolerance
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 optimize costs as the system scales?
  • How would you handle schema migrations with zero downtime?
  • How would you implement rate limiting to protect the system?
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Sample Answer
Requirements
  • Functional Requirements:
    1. Support rate limiting for different APIs (e.g., vehicle orders, service requests).
    2. Configurable rate limits based on user roles (admin, regular user, etc.)...
Capacity Estimation

To estimate capacity, we assume:

  1. Total Users: 1 million active users.
  2. Requests per User: Average of 10 requests per minute.
  3. Peak Load: 5x the average due to promotions, lead...

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