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TOPIC #250Intermediate 9 min read

Design a Real-Time Gaming Leaderboard

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Core Architecture Summary

Rank millions of players: Redis Sorted Sets (ZADD, ZREVRANGE), Skip List internals, handling millions of score updates, and monthly archival partitioning.

Key Glossary Concepts in this TopicAll Glossary Terms

01.1. Functional & Non-Functional Requirements

A Real-Time Gaming Leaderboard tracks, sorts, and displays player scores and rankings across millions of active gamers globally with instant sub-millisecond updates.

Functional Requirements

  1. Update Player Score: Update a player's score after completing a game or match: updateScore(userId, score).
  2. Retrieve Top-N Leaderboard: Fetch the global top 10, 50, or 100 players ordered by score: getTopPlayers(N).
  3. Retrieve Player Exact Rank: Fetch an individual player's current numerical rank (e.g., "You are ranked #1,402 of 10M players"): getPlayerRank(userId).
  4. Surrounding Rank (Friends / Vicinity): Fetch a user's relative ranking window (e.g., the 5 players immediately above and below them).
  5. Seasonal Partitions & Resets: Support monthly/seasonal leaderboard resets with historical archiving.

Non-Functional Requirements

  • Sub-Millisecond Read & Write Latency: Score updates and rank queries must return in < 1 ms (p99).
  • High Concurrency Throughput: Handle > 50,000 score updates/second during peak multiplayer gaming hours.
  • Strict Real-Time Accuracy: When a player wins points, their updated rank must reflect on global scoreboards immediately.

Real-Time Gaming Leaderboard with Redis Sorted Sets (ZSET) 🏆

PRO Architecture Blueprint

Real-Time Gaming Leaderboard with Redis Sorted Sets (ZSET) 🏆

Skip List + Hash Map enabling O(log N) score insertions and O(log N + M) top-100 rank queries with asynchronous PostgreSQL season archival.

Real-Time Gaming Leaderboard with Redis Sorted Sets (ZSET) 🏆
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