Design a large-scale Analytics Platform

Last updated: July 5, 2025

Quick Overview

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

Morgan Stanley
Software Engineering Fundamentals
Software Engineer
Morgan Stanley
July 5, 2025
Software Engineer
Technical Screen
Software Engineering Fundamentals
Medium

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

This fundamentals question from Morgan Stanley's Technical Screen tests whether you can reason about software design at a deep level. The interviewer expects discussion of maintainability, testability, and operational considerations.

What the Interviewer Expects
  • Apply engineering principles to a realistic design scenario
  • Discuss trade-offs between different approaches with concrete examples
  • Demonstrate understanding of testability, maintainability, and extensibility
  • Connect theoretical concepts to production engineering practices
  • Discuss how the approach scales with team and codebase size
Key Topics to Cover
Version control and branching strategies
CI/CD pipelines
Concurrency and thread safety
Design patterns (Factory, Observer, Strategy, etc.)
How to Approach This
  1. Apply SOLID principles. Single Responsibility makes code testable, Open/Closed makes it extensible.
  2. Choose data structures based on access patterns, not familiarity.
  3. Prefer immutable data and message passing over shared mutable state for concurrency.
  4. Design APIs with RESTful conventions, versioning, meaningful errors, and pagination from day one.
Possible Follow-up Questions
  • What testing strategy would you use for this component?
  • How would this design change if the team size doubled?
  • How would you handle backward compatibility?
  • How would you document this for other engineers?
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Sample Answer
Core Design Principles

For the multi-tenant analytics platform at Morgan Stanley, the key design principles are Separation of Concerns, Single Responsibility, and Fail Fast. Separation of Concerns allows us to i...

Architecture

I propose a microservices architecture using a combination of Kubernetes for orchestration and Apache Kafka for messaging. Each service can handle specific analytics functions, such as data in...


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