Backbone extraction techniques aim to retain essential information while reducing the network's size. We propose a generic framework based on the mesoscopic network component structure. This involves extracting backbones for each component and combining them to form the final backbone, called the "Multilevel Backbone." The proposed method is compared with classical backbone methods, showing significant improvements in preserving network heterogeneity.