Design Feed Generation Infrastructure for mobile apps

Last updated: December 25, 2025

Quick Overview

Design a fault-tolerant feed generation system that handles millions of requests. Discuss trade-offs in consistency, availability, and performance.

Google
System Design
Software Engineer
Google
December 25, 2025
Software Engineer
Onsite
System Design
Medium

2

14

612 solved


Design a fault-tolerant feed generation system that handles millions of requests. Discuss trade-offs in consistency, availability, and performance.

Google asks this during the Onsite 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
Consistency models and replication
High-level architecture and component design
Monitoring, logging, and alerting
Requirements gathering and capacity estimation
Message queues and async processing
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 schema migrations with zero downtime?
  • How would you handle a region-wide outage?
  • How would you migrate from a monolithic to a microservices architecture?
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Sample Answer
Requirements

Functional Requirements:

  1. Feed Generation: The system must generate personalized feeds for mobile app users based on their preferences and interactions.
  2. Real-time Updates: Users shoul...
Capacity Estimation

Back-of-Envelope Calculations:

  • User Base: Assume 100 million active users.
  • Requests per User: Each user requests their feed every 5 minutes.
  • Total Requests per Minute (RPM): 100M...

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