Design a large-scale Monitoring Platform

Last updated: October 27, 2025

Quick Overview

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

Uber
System Design
Software Engineer
Uber
October 27, 2025
Software Engineer
Onsite
System Design
Easy

325

3

1,858 solved


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

System design interviews at Uber 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
  • Clearly define functional and non-functional requirements
  • Propose a reasonable high-level architecture with core components
  • Choose appropriate data storage solutions with basic justification
  • Discuss basic scaling strategies (horizontal scaling, caching)
  • Identify potential bottlenecks and suggest simple solutions
Key Topics to Cover
Caching strategies (local, distributed, CDN)
Requirements gathering and capacity estimation
API design and rate limiting
Consistency models and replication
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 happens if one of your database nodes goes down?
  • How would you handle a 10x increase in traffic overnight?
  • How do you ensure data consistency across multiple services?
  • How would you migrate from a monolithic to a microservices architecture?
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Sample Answer
Requirements

Functional Requirements

  1. Multi-Tenant Support: The system should support multiple clients (tenants) who can view their monitoring data independently.
  2. Real-Time Data Ingestion: Ability...
Capacity Estimation

Assuming we have 10,000 tenants, each generating an average of 100 metrics per minute.

  • Total Metrics per Minute: 10,000 tenants * 100 metrics = 1,000,000 metrics/minute.
  • **Total Metrics p...

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