Design a distributed File Storage System
Last updated: March 6, 2026
Quick Overview
Design a distributed file storage system that handles millions of requests. Discuss trade-offs in consistency, availability, and performance.
Square/Block
March 6, 2026114
0
2,182 solved
Design a distributed file storage system that handles millions of requests. Discuss trade-offs in consistency, availability, and performance.
Square/Block asks this during the Onsite to assess your understanding of the full ML lifecycle. They want to see how you translate a business problem into an ML objective, design the feature pipeline, and plan for model monitoring and retraining.
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
- How would you ensure fairness and reduce bias in the model?
- How would you run A/B tests on different model versions?
- How would you handle a 10x increase in prediction requests?
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Requirements
Functional Requirements
- File Upload/Download: Users can upload and download files of various formats (images, documents, etc.).
- File Metadata: Store and retrieve metadata associated ...
Capacity Estimation
Assuming Square/Block has around 10 million active users, with an average of 10 file interactions (uploads/downloads) per user per month:
- Total Requests per Month: 10M users * 10 requests/user ...