Design a A/B Testing Service

Last updated: November 5, 2025

Quick Overview

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

Slack
Software Engineering Fundamentals
Software Engineer
Slack
November 5, 2025
Software Engineer
Onsite
Software Engineering Fundamentals
Medium

5

5

2,260 solved


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

Software engineering fundamentals questions at Slack test your understanding of core CS concepts and their practical application. This Onsite question evaluates how you apply engineering principles to build maintainable, scalable software.

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
Version control and branching strategies
Concurrency and thread safety
System observability and debugging
API design and RESTful conventions
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 this design change if the team size doubled?
  • What are the security implications of this design?
  • What testing strategy would you use for this component?
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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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