Architect a real-time Content Delivery Engine

Last updated: September 3, 2025

Quick Overview

Design a real-time content delivery system that handles millions of requests. Discuss trade-offs in consistency, availability, and performance.

Brex
Software Engineering Fundamentals
Software Engineer
Brex
September 3, 2025
Software Engineer
Onsite
Software Engineering Fundamentals
Easy

10

3

3,693 solved


Design a real-time content delivery system that handles millions of requests. Discuss trade-offs in consistency, availability, and performance.

This fundamentals question from Brex'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
  • Explain the concept clearly with a practical example
  • Discuss when and why to apply this principle
  • Identify common mistakes and anti-patterns
  • Compare with alternative approaches
Key Topics to Cover
Testing strategies (unit, integration, e2e)
System observability and debugging
Performance optimization
API design and RESTful conventions
Code review best practices
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?
  • How would you document this for other engineers?
  • What are the security implications of this design?
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Sample Answer
Core Design Principles

For the real-time Content Delivery Engine at Brex, I would apply the following core design principles:

  1. Separation of Concerns: This principle ensures that different functionalities (e.g., cont...
Architecture

For the Content Delivery Engine, I would use a microservices architecture with the following components:

  1. API Gateway: Acts as the single entry point for all client requests, handling authentic...

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