Relative homogenization methods assume that measurements of nearby stations experience similar climate signals and rely therefore on dense station networks with high‐temporal correlations. In developing countries such as Peru, however, networks often suffer from low‐station density. The aim of this study is to quantify the influence of network density on homogenization. To this end, the homogenization method HOMER was applied...