Build a real-time Content Delivery Pipeline

Last updated: May 10, 2026

Quick Overview

Design a real-time content delivery system that handles millions of requests. Discuss trade-offs in consistency, availability, and performance.

Postmates
System Design
Product Manager
Postmates
May 10, 2026
Product Manager
Onsite
System Design
Easy

16

9

2,379 solved


Design a real-time content delivery system that handles millions of requests. Discuss trade-offs in consistency, availability, and performance.

System design interviews at Postmates typically last 45-60 minutes. You are expected to drive the conversation, starting from requirements gathering through to a detailed architecture. The interviewer will evaluate your ability to handle ambiguity and make practical engineering decisions.

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
Requirements gathering and capacity estimation
Load balancing and horizontal scaling
API design and rate limiting
Failure handling and fault tolerance
Database selection and data modeling
High-level architecture and component design
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 would the deployment pipeline look like for this system?
  • How would you implement rate limiting to protect the system?
  • How would you handle schema migrations with zero downtime?
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Sample Answer
Requirements Clarification

Before diving into the architecture, clarify the scope with the interviewer. For real-time Content Delivery Pipeline, key functional requirements incl...

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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