Design Image Processing Infrastructure for mobile apps

Last updated: May 25, 2026

Quick Overview

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

PlanetScale
System Design
Software Engineer
PlanetScale
May 25, 2026
Software Engineer
Technical Screen
System Design
Medium

4

12

4,850 solved


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

PlanetScale 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
  • 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
Security and authentication
Caching strategies (local, distributed, CDN)
Requirements gathering and capacity estimation
High-level architecture and component design
Monitoring, logging, and alerting
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 would you optimize costs as the system scales?
  • What would the deployment pipeline look like for this system?
  • How would you handle schema migrations with zero downtime?
  • How would you implement rate limiting to protect the system?
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Sample Answer
Requirements
  • Functional Requirements:
    • The system must process and return images in real-time for mobile apps with a latency of under 200ms.
    • Support image transformations such as resizing, cropping, f...
Capacity Estimation
  • Back-of-Envelope Calculations:
    • Assume an average image size of 300 KB and each processed image generates an additional 100 KB of metadata.
    • For 10,000 QPS, the bandwidth requirement would...

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