Design a Logging Service

Last updated: May 12, 2026

Quick Overview

Design a event-driven logging system that handles millions of requests. Discuss trade-offs in consistency, availability, and performance.

Waymo
System Design
Software Engineer
Waymo
May 12, 2026
Software Engineer
Technical Screen
System Design
Medium

37

13

1,468 solved


Design a event-driven logging system that handles millions of requests. Discuss trade-offs in consistency, availability, and performance.

This is a common system design question asked during Technical Screen at Waymo. The interviewer expects you to demonstrate your ability to design large-scale distributed systems, make well-reasoned trade-offs, and communicate your thought process clearly. Waymo values engineers who can think about scalability from day one.

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
Caching strategies (local, distributed, CDN)
High-level architecture and component design
Load balancing and horizontal scaling
Requirements gathering and capacity estimation
Monitoring, logging, and alerting
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 region-wide outage?
  • How would you implement rate limiting to protect the system?
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Sample Answer
Requirements

Functional Requirements:

  1. Event Logging: Capture various events such as vehicle diagnostics, route updates, and user interactions in real-time.
  2. Search and Retrieval: Allow users to qu...
Capacity Estimation
  1. Assumptions:
    • Average log size: 1 KB
    • Estimated number of vehicles: 10,000
    • Average logs per vehicle per second: 10
    • Peak hours: 4 hours/day
    • Total operating hours: 24 hours...

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