Purpose/Significance To analyze the spatiotemporal distribution patterns of influenza cases in Shijingshan District of Beijing, and to provide a scientific basis for the development of regional influenza surveillance, early warning, prevention and control strategies. Method/Process The daily influenza case reports and demographic information from Shijingshan District of Beijing from week 14 of 2023 to week 13 of 2025 are collected. A prospective space-time scan statistics analysis is performed for cluster identification and visualization, and the method’s predictive performance is evaluated. Result/Conclusion It can capture the trajectory of epidemic spread in real time, make up for the deficiencies of traditional static case maps and incidence rate maps, and provide a basis for influenza monitoring and early warning as well as public health decision-making.