Design a Search for Capital One

Last updated: April 28, 2026

Quick Overview

Design a high-throughput search system that handles millions of requests. Discuss trade-offs in consistency, availability, and performance.

Capital One
System Design
Software Engineer
Capital One
April 28, 2026
Software Engineer
Technical Screen
System Design
Easy

40

8

1,532 solved


Design a high-throughput search system that handles millions of requests. Discuss trade-offs in consistency, availability, and performance.

Capital One asks this during the Technical Screen 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
Caching strategies (local, distributed, CDN)
High-level architecture and component design
Security and authentication
Message queues and async processing
Consistency models and replication
Monitoring, logging, and alerting
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 do you ensure data consistency across multiple services?
  • How would you handle a 10x increase in traffic overnight?
  • How would you optimize costs as the system scales?
  • How would you handle a region-wide outage?
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Sample Answer
Requirements Clarification

Before diving into the architecture, clarify the scope with the interviewer. For Search for Capital One, key functional requirements include: what are...

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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