Recent advances in scalable non-Gaussian geostatistics: The generalized sub-Gaussian model

•A new statistical scaling model is reviewed in a modern geostatistical context.•The model eliminates apparent inconsistency between variable and increment statistics.•Hydrological implications of the theoretical framework are illustrated.