System Design HLD Example: Real-Time Leaderboard

TLDR: Real-time leaderboards for 10M+ active users require an in-memory ranking engine. Redis Sorted Sets (ZSET) are the industry standard, providing $O(\log N)$ updates and rank lookups via an internal Skip List data structure. Relational databases ...