Design Image Processing Infrastructure for real-time analytics
Last updated: May 11, 2026
Quick Overview
Design a multi-tenant image processing system that handles millions of requests. Discuss trade-offs in consistency, availability, and performance.
Shopify
May 11, 20269
12
328 solved
Design a multi-tenant image processing system that handles millions of requests. Discuss trade-offs in consistency, availability, and performance.
ML system design at Shopify goes beyond model selection. This Technical Screen question evaluates your ability to design end-to-end ML pipelines, from data collection to model serving, while considering production constraints like latency and reliability.
What the Interviewer Expects
- Define clear ML objectives with appropriate loss functions and metrics
- Design a comprehensive feature engineering pipeline
- Discuss model selection with trade-offs (complexity vs interpretability vs latency)
- Plan online and offline evaluation strategies including A/B testing
- Address serving infrastructure: batch vs real-time, latency requirements
- Consider data quality, labeling strategy, and feedback loops
Key Topics to Cover
How to Approach This
- Start by clarifying functional and non-functional requirements with the interviewer.
- Estimate the scale: QPS, storage, bandwidth. This drives your design decisions.
- Draw a high-level architecture first, then deep dive into 1-2 critical components.
- Discuss trade-offs explicitly (e.g., consistency vs availability, SQL vs NoSQL).
- Address failure scenarios, monitoring, and how the system handles 10x traffic spikes.
Possible Follow-up Questions
- What would you do if model performance degrades over time?
- How would you handle a 10x increase in prediction requests?
- How would you ensure fairness and reduce bias in the model?
- What is your model retraining strategy?
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Requirements
Functional Requirements
- Multi-Tenant Support: The system should support multiple Shopify merchants simultaneously, ensuring data isolation and security.
- Real-Time Image Processing: I...
Capacity Estimation
Assuming Shopify has around 1 million active merchants and each merchant uploads 10 images per day, we estimate:
- Daily Requests: 1,000,000 merchants * 10 images = 10,000,000 images per day.
- **...
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