Design Ad Serving Infrastructure for real-time analytics

Last updated: April 22, 2026

Quick Overview

Design a scalable ad serving system that handles millions of requests. Discuss trade-offs in consistency, availability, and performance.

Coinbase
System Design
Software Engineer
Coinbase
April 22, 2026
Software Engineer
System Design Round
System Design
Easy

226

12

3,301 solved


Design a scalable ad serving system that handles millions of requests. Discuss trade-offs in consistency, availability, and performance.

Coinbase asks this during the System Design Round 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
Requirements gathering and capacity estimation
Load balancing and horizontal scaling
Failure handling and fault tolerance
Caching strategies (local, distributed, CDN)
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?
  • How would you handle schema migrations with zero downtime?
  • What monitoring and alerting would you set up on day one?
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Sample Answer
Requirements Clarification

Before diving into the architecture, clarify the scope with the interviewer. For Ad Serving Infrastructure for real-time analytics, key functional req...

Capacity Estimation

Estimate the scale to drive design decisions. Assume 100M DAU with an average of 10 actions per user per day = 1B requests/day ~ 12K QPS average, ~36K...


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