[Purposes] To address the problem of slow data query performance in meteorological navigation systems, [Methods] this paper proposes an optimization method for meteorological navigation data query Firstly, design a data partitioning strategy of time partitioning and spatial bucket partitioning to reduce the query range. Then, combine indexing mechanisms such as spatial index and prefix index to improve the efficiency of query routing. Finally, implement hotspot area recognition through AIS traje