Design a large-scale Load Balancing Platform

Last updated: June 6, 2026

Quick Overview

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

Instacart
Software Engineering Fundamentals
Software Engineer
Instacart
June 6, 2026
Software Engineer
Onsite
Software Engineering Fundamentals
Medium

169

6

3,985 solved


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

This fundamentals question from Instacart's Onsite 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
System observability and debugging
Testing strategies (unit, integration, e2e)
Performance optimization
Concurrency and thread safety
SOLID principles
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
  • What are the security implications of this design?
  • What testing strategy would you use for this component?
  • How would this design change if the team size doubled?
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Sample Answer
Core Design Principles

For designing a scalable Load Balancing Platform at Instacart, the core design principles that apply are:

  1. Single Responsibility Principle (SRP): Each component of the load balancer should have...
Architecture

The architectural approach for the load balancing system consists of a microservices-based architecture:

  1. Load Balancing Layer: This will distribute incoming requests across multiple backend se...

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