This dataset contains case study data, R code, and a step-by-step tutorial for building and analyzing networks derived from bulk isotope signals. It walks users through the process of generating isotopic networks and calculating a range of structural metrics, including connectance, modularity, and nestedness. Additionally, it covers the computation of centrality measures and the identification of topological roles associated with different isotopic guilds represented in the networks.