Concurrent occurrence of heat waves and droughts is a typical multi-hazard event. Global warming is leading to an increased risk of concurrent and compound extremes. In this study, we evaluated the changes in the pattern of concurrent drought and heat wave events in the Beijing-Tianjin-Hebei metropolitan region, China from 1960 to 2014. In addition, we used spatial- temporal data as a breakthrough point to examine the spatiotemporal clustering in concurrent heat wave and drought events by using bipartite networks. According to our results, based on the variations in heat waves and droughts trends, three distinct phases were identified: the first phase (1960s-1970s), a relatively wet phase when heat waves continually decreased; the second phase (1980s- 1990s), when the climate conditions changed from a drought like period to a pluvial period, and the heat waves increased; the third phase (1999- 2014), when little precipitation was observed and the heat waves showed a decreasing trend. The correlation between heat waves and droughts was found to increase substantially between 1960 and 2014. Moreover, the concurrence of heat waves and droughts showed a significant pattern of spatiotemporal variation; before 1984, the concurrence of heat waves and droughts increased in the surrounding regions and the north of Yanshan Mountains; after 1984, high concurrence between heat waves and droughts was mainly observed in the south of Taihang Mountains. The research methodology used in this study can not only serve as the basis for research on multihazards, but also contribute to geographic spatiotemporal data modeling. Most importantly, the method based on the spatiotemporal network for multi-hazards makes up for the deficiencies of traditional methods in terms of utilization of spatiotemporal data.