Design a fault-tolerant Monitoring System

Last updated: June 14, 2026

Quick Overview

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

Zillow
System Design
Software Engineer
Zillow
June 14, 2026
Software Engineer
Onsite
System Design
Hard

25

9

4,547 solved


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

System design interviews at Zillow typically last 45-60 minutes. You are expected to drive the conversation, starting from requirements gathering through to a detailed architecture. The interviewer will evaluate your ability to handle ambiguity and make practical engineering decisions.

What the Interviewer Expects
  • Drive the design discussion proactively with minimal interviewer guidance
  • Perform detailed capacity estimation and use it to inform design decisions
  • Design for global scale with multi-region deployment and data consistency
  • Deep dive into 2-3 critical components with implementation-level detail
  • Address complex trade-offs: CAP theorem, eventual consistency, conflict resolution
  • Discuss operational excellence: deployment strategy, chaos engineering, SLOs/SLIs
  • Propose a phased rollout plan from MVP to full-scale system
Key Topics to Cover
Monitoring, logging, and alerting
Requirements gathering and capacity estimation
Failure handling and fault tolerance
Consistency models and replication
Database selection and data modeling
High-level architecture and component design
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
  • What monitoring and alerting would you set up on day one?
  • How would you handle a region-wide outage?
  • How do you ensure data consistency across multiple services?
  • How would you handle schema migrations with zero downtime?
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Sample Answer
Requirements

Functional Requirements:

  1. Data Ingestion: The system should be able to ingest monitoring data from various sources (e.g., servers, applications) in real-time.
  2. Alerting: Users should r...
Capacity Estimation

Capacity Estimation:

Assuming Zillow has approximately 100 million active users, and each user generates 10 metrics per minute:

  • Total Metrics per Minute: 100 million users * 10 metrics = 1 b...

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