Design a Image Processing for Adobe

Last updated: May 11, 2026

Quick Overview

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

Adobe
System Design
Software Engineer
Adobe
May 11, 2026
Software Engineer
Technical Screen
System Design
Easy

1

8

2,413 solved


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

This ML system design question from Adobe's Technical Screen tests your ability to think about ML systems at scale. The interviewer expects discussion of data quality, feature stores, model serving infrastructure, and A/B testing strategy.

What the Interviewer Expects
  • Map the business problem to a concrete ML objective
  • Propose reasonable features and a baseline model
  • Discuss basic model evaluation metrics
  • Outline a simple serving architecture
Key Topics to Cover
Training pipeline and infrastructure
Feature engineering and feature stores
A/B testing and experimentation
Online vs offline evaluation
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 handle a 10x increase in prediction requests?
  • How would you ensure fairness and reduce bias in the model?
  • How would you run A/B tests on different model versions?
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Sample Answer
Requirements Clarification

Before diving into the architecture, clarify the scope with the interviewer. For Image Processing for Adobe, key functional requirements include: what...

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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