Design Messaging Infrastructure for microservices

Last updated: May 10, 2026

Quick Overview

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

Splunk
Software Engineering Fundamentals
Software Engineer
Splunk
May 10, 2026
Software Engineer
Technical Screen
Software Engineering Fundamentals
Medium

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

This fundamentals question from Splunk's Technical Screen 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
  • 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
Concurrency and thread safety
Performance optimization
Code review best practices
Design patterns (Factory, Observer, Strategy, etc.)
Version control and branching strategies
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 document this for other engineers?
  • What testing strategy would you use for this component?
  • How would you measure the performance of this component in production?
  • How would this design change if the team size doubled?
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Sample Answer
Core Design Principles

For designing a low-latency messaging infrastructure at Splunk, the core design principles include:

  1. Separation of Concerns: Each microservice should focus on a specific task, allowing for easi...
Architecture

A suitable architectural approach for the messaging system would be a publish-subscribe model using a message broker like Apache Kafka or RabbitMQ. This architecture supports:

  • Decoupling: P...

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