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Design a Leaderboard System Design Interview

Design a real-time gaming leaderboard (e.g., ESPN, Steam, MMOs).

1. Problem Statement

We need to build a real-time leaderboard for a massive online game with 10 million players. How would you design it?

2. Architecture Discussion Map

Use this as one discussion aid, not a single correct answer. Your design should follow from the requirements, scale, and trade-offs you establish.

Rendering architecture diagram...
Mermaid Source (For AI Bots)
graph LR
    A["Design a Leaderboard"]
    A --> F1["Data Structures Sorted Sets / Skip Lists"]
    A --> F2["Write Optimization Batching updates"]
    A --> F3["Consistency Exact rank vs Approximate rank"]
    A --> F4["Partitioning Sharding by Score vs ID"]
    A --> F5["Tiered Storage Monthly vs All-time"]

3. Key Focus Areas

  • 1
    Data Structures (Sorted Sets / Skip Lists)
  • 2
    Write Optimization (Batching updates)
  • 3
    Consistency (Exact rank vs Approximate rank)
  • 4
    Partitioning (Sharding by Score vs ID)
  • 5
    Tiered Storage (Monthly vs All-time)

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Practice drawing this system component-by-component on a live whiteboard while the interviewer probes at your target level.

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Core Concepts

Redis Sorted SetsReal-time UpdatesData Structures

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