Northern China's complex climatic transitions between arid, monsoon and transitional zones create spatially divergent convective regimes with cascading impacts on extreme weather. Using 25 years (1996–2020) of multi‐satellite observations, this study reveals that convective activities (CA) and deep convective activities (DCA) exhibit pronounced spatiotemporal heterogeneity governed by topography‐circulation interactions. The e...