Architect a distributed Rate Limiting Engine

Last updated: June 2, 2026

Quick Overview

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

Shopify
Software Engineering Fundamentals
Software Engineer
Shopify
June 2, 2026
Software Engineer
Technical Screen
Software Engineering Fundamentals
Medium

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4,065 solved


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

This fundamentals question from Shopify's Technical Screen 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
Code review best practices
Testing strategies (unit, integration, e2e)
Concurrency and thread safety
SOLID principles
Version control and branching strategies
System observability and debugging
How to Approach This
  1. Apply SOLID principles. Single Responsibility makes code testable, Open/Closed makes it extensible.
  2. Choose data structures based on access patterns, not familiarity.
  3. Prefer immutable data and message passing over shared mutable state for concurrency.
  4. Design APIs with RESTful conventions, versioning, meaningful errors, and pagination from day one.
Possible Follow-up Questions
  • How would you handle backward compatibility?
  • What testing strategy would you use for this component?
  • How would this design change if the team size doubled?
  • How would you document this for other engineers?
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Sample Answer
Core Principles

Start by identifying which engineering principles are most relevant: **SOLID Principles**: Single Responsibility (one reason to change), Open/Closed ...

Design Approach

**API Design**: Define clear interfaces before implementation. Use RESTful conventions for HTTP APIs. Version your APIs from the start. Return meaning...


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