Bipyridine and its related compounds are starting materials or precursors for a variety of valuable substances, such as biologically active molecules, ligands for catalysts, photosensitizers, viologens, and supramolecular architectures. Therefore, it is important to classify the synthesis methods and know their characteristics. Representative examples include the methods using homo- and heterocoupling of pyridine derivatives in the presence of catalyst. Because bipyridine compounds have a high ability to coordinate with metal centers, a decrease in catalytic activity and yield is often observed in the reaction system. To address this issue, the review provides insight into recent advances in bipyridine synthesis using metal complexes under both homogeneous and heterogeneous conditions. Moreover, the review also sheds light on strategies for bipyridine synthesis involving sulfur and phosphorous compounds. These alternative pathways offer promising avenues for overcoming challenges associated with traditional-catalyzed methods, providing a more comprehensive understanding of the synthesis landscape.