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This paper presents the spatial variation of area‐orientated annual maximum daily rainfall (AMDR), represented by well‐fitted generalized extreme value (GEV) distributions, over the last century in Great Britain (GB) and Australia (AU) with respect to three spatial properties: geographic locations, sizes, and shapes of the region‐of‐interest (ROI). The results show that the spatial variation of GEV location‐scale parameters is dominated by geographic locations and area sizes. In GB, there is an eastward‐decreasing banded pattern compared with a concentrically increasing pattern from the middle to coasts in AU. The parameters tend to decrease with increased area sizes in both studied regions. Although the impact of the ROI shapes is insignificant, the round‐shaped regions usually have higher‐valued parameters than the elongated ones. These findings provide a new perspective to understand the heterogeneity of extreme rainfall distribution over space driven by the complex interactions between climate, geographical features, and the practical sampling approaches. Key Points: Rainfall series are extracted and processed from more than 11,000 regions of interest over the last 100 years in Great Britain and Australia.Spatial distribution of extreme rainfall modeled qualitatively and quantitatively shows impact from location, size, and shape of regions.Methods and findings provide new perspectives for understanding the heterogeneous nature of climate variability and climatic change impact. [ABSTRACT FROM AUTHOR]