For modest scale, store scores in a database and query an indexed ordering. For high update rates and rank queries, a sorted-set data structure can provide score ordering and rank operations. Decide tie-breaking rules, score update semantics, season resets, and whether ranks must be globally exact or can be slightly stale. Partitioning by game, region, or time period can reduce load, but global ranks across partitions require merging or additional computation.