Our study highlights the importance of adapting sampling strategies to the inherent heterogeneity of cheese loaves, as both analytical characterisation and quality grading based on single-point sampling risk incomplete representation of the cheese. This heterogeneity also provides a plausible explanation for why different portions taken from the same cheese can exhibit distinct sensory characteristics, and why consumer preferences may vary between the inner paste and the outer zones close to the rind.