Architect a scalable Load Balancing Engine

Last updated: October 14, 2025

Quick Overview

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

Cloudflare
System Design
Product Manager
Cloudflare
October 14, 2025
Product Manager
Technical Screen
System Design
Hard

209

14

2,931 solved


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

Cloudflare 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
  • Drive the design discussion proactively with minimal interviewer guidance
  • Perform detailed capacity estimation and use it to inform design decisions
  • Design for global scale with multi-region deployment and data consistency
  • Deep dive into 2-3 critical components with implementation-level detail
  • Address complex trade-offs: CAP theorem, eventual consistency, conflict resolution
  • Discuss operational excellence: deployment strategy, chaos engineering, SLOs/SLIs
  • Propose a phased rollout plan from MVP to full-scale system
Key Topics to Cover
Security and authentication
Load balancing and horizontal scaling
Requirements gathering and capacity estimation
High-level architecture and component design
Partitioning and sharding strategies
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
  • What monitoring and alerting would you set up on day one?
  • How do you ensure data consistency across multiple services?
  • How would you handle a region-wide outage?
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Sample Answer
Requirements
  • Functional Requirements:
    1. Traffic Distribution: The load balancer must distribute incoming HTTP/HTTPS requests across multiple backend servers efficiently.
    2. Health Checks: Re...
Capacity Estimation
  • Traffic Estimation:
    Assume Cloudflare handles 10 billion requests daily.
    • Total Requests per Second (RPS) = 10 billion / (24 * 60 * 60) ≈ 115,740 RPS.
    • Peak Load: Assume peak traff...

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