Design a live-stream comments system

Company: Microsoft

Role: Software Engineer

Category: System Design

Difficulty: hard

Interview Round: Technical Screen

Quick Answer: This question evaluates design skills for scalable, low-latency real-time comment systems, covering architecture, data modeling, APIs, ingestion and fanout strategies, streaming/messaging trade-offs, and operational concerns such as rate limiting, backpressure, and failure handling.