Design a large-scale Monitoring Platform
Last updated: December 24, 2025
Quick Overview
Design a multi-tenant monitoring system that handles millions of requests. Discuss trade-offs in consistency, availability, and performance.
Databricks
December 24, 202544
3
666 solved
Design a multi-tenant monitoring system that handles millions of requests. Discuss trade-offs in consistency, availability, and performance.
This is a common system design question asked during Onsite at Databricks. 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. Databricks values engineers who can think about scalability from day one.
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
How to Approach This
- Start by clarifying functional and non-functional requirements with the interviewer.
- Estimate the scale: QPS, storage, bandwidth. This drives your design decisions.
- Draw a high-level architecture first, then deep dive into 1-2 critical components.
- Discuss trade-offs explicitly (e.g., consistency vs availability, SQL vs NoSQL).
- Address failure scenarios, monitoring, and how the system handles 10x traffic spikes.
Possible Follow-up Questions
- How would you handle a 10x increase in traffic overnight?
- What monitoring and alerting would you set up on day one?
- How do you ensure data consistency across multiple services?
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Requirements
Functional Requirements
- Multi-Tenancy: Support multiple clients with data isolation.
- Real-Time Monitoring: Provide real-time metrics collection and alerting.
- **Custom Dashbo...
Capacity Estimation
Assuming we have 1 million tenants, each generating about 100 metrics per second, we can estimate the following capacity needs:
- Requests per second: 1,000,000 tenants * 100 metrics = 100,000,0...
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