Design a large-scale Notification Platform

Last updated: November 22, 2025

Quick Overview

Design a scalable notification system that handles millions of requests. Discuss trade-offs in consistency, availability, and performance.

Grafana Labs
System Design
Software Engineer
Grafana Labs
November 22, 2025
Software Engineer
Onsite
System Design
Easy

491

12

2,270 solved


Design a scalable notification system that handles millions of requests. Discuss trade-offs in consistency, availability, and performance.

Grafana Labs 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
  • 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)
Database selection and data modeling
Message queues and async processing
Partitioning and sharding strategies
Monitoring, logging, and alerting
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
  • How would you handle schema migrations with zero downtime?
  • What happens if one of your database nodes goes down?
  • What monitoring and alerting would you set up on day one?
  • How would you implement rate limiting to protect the system?
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Sample Answer
Requirements Clarification

Before diving into the architecture, clarify the scope with the interviewer. For large-scale Notification Platform, key functional requirements includ...

Capacity Estimation

Estimate the scale to drive design decisions. Assume 100M DAU with an average of 10 actions per user per day = 1B requests/day ~ 12K QPS average, ~36K...


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