Design a geo-distributed Image Processing System

Last updated: December 23, 2025

Quick Overview

Design a geo-distributed image processing system that handles millions of requests. Discuss trade-offs in consistency, availability, and performance.

Netflix
System Design
Machine Learning Engineer
Netflix
December 23, 2025
Machine Learning Engineer
Technical Screen
System Design
Medium

72

9

2,195 solved


Design a geo-distributed image processing system that handles millions of requests. Discuss trade-offs in consistency, availability, and performance.

System design interviews at Netflix typically last 45-60 minutes. You are expected to drive the conversation, starting from requirements gathering through to a detailed architecture. The interviewer will evaluate your ability to handle ambiguity and make practical engineering decisions.

What the Interviewer Expects
  • Systematically gather requirements and estimate capacity (QPS, storage, bandwidth)
  • Design a scalable architecture with clear component responsibilities
  • Make well-reasoned database and caching decisions with trade-off analysis
  • Address consistency vs availability trade-offs specific to the use case
  • Discuss partitioning strategy, replication, and data modeling
  • Cover failure handling, monitoring, and alerting strategies
Key Topics to Cover
Caching strategies (local, distributed, CDN)
Message queues and async processing
High-level architecture and component design
API design and rate limiting
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?
  • What monitoring and alerting would you set up on day one?
  • How would you migrate from a monolithic to a microservices architecture?
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Sample Answer
Requirements Clarification

Before diving into the architecture, clarify the scope with the interviewer. For geo-distributed Image Processing System, key functional requirements ...

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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