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hardScenarioDesignSeniorStaff

How do you design a global skill-based matchmaking system that prevents grandmasters from stomping novices without making them wait in a 20-minute queue?

3 min readUpdated 2026-08-15

Answer

Short answer

An authoritative breakdown of horizontal matchmaking services, constraint relaxation algorithms, and distributed locking for ticket-based lobbies.

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Likely follow-ups

  • What happens to in-flight tickets if the Redis Cluster node holding a shard fails mid-match-formation?
  • How does your constraint-relaxation curve change for a niche game mode with only a few thousand concurrent players instead of hundreds of thousands?
  • An engineer's rating-deviation heuristic starts flagging genuinely improving new players as smurfs. How do you detect and correct that false-positive rate?

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