Build a low-latency Content Delivery Pipeline

Last updated: November 18, 2025

Quick Overview

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

Stripe
System Design
Software Engineer
Stripe
November 18, 2025
Software Engineer
Technical Screen
System Design
Easy

71

13

3,643 solved


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

This is a common system design question asked during Technical Screen at Stripe. The interviewer expects you to demonstrate your ability to design large-scale distributed systems, make well-reasoned trade-offs, and communicate your thought process clearly. Stripe values engineers who can think about scalability from day one.

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
High-level architecture and component design
Monitoring, logging, and alerting
API design and rate limiting
Database selection and data modeling
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 migrate from a monolithic to a microservices architecture?
  • What happens if one of your database nodes goes down?
  • What monitoring and alerting would you set up on day one?
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Sample Answer
Requirements

Functional Requirements:

  1. Content Ingestion: Ability to accept content from various sources (e.g., APIs, manual uploads).
  2. Content Delivery: Serve static and dynamic content with low l...
Capacity Estimation

Assuming Stripe has approximately 1 million active users:

  1. Requests per Second (RPS): If each user generates 1 request every 2 seconds, we can estimate:
    • Total RPS = 1,000,000 users / 2 seco...

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