Chemical cross-linking (XL) coupled to mass spectrometry (MS) has become a powerful approach to probe the structure of protein assemblies. Although most of the applications concerned purified complexes, latest developments focus on large-scale in vivo studies. Pushing in this direction, we developed an advanced in vivo cross-linking mass spectrometry platform to study the cellular interactome of living bacterial cells. It is based on in vivo labeling and involves a one-step enrichment by click chemistry on a solid support. Our approach shows an impressive efficiency on Neisseria meningitidis, leading to the identification of about 3300 cross-links for the LC-MS/MS analysis of a biological triplicate using a benchtop high-resolution Orbitrap mass spectrometer. Highly dynamic multiprotein complexes were successfully captured and characterized in all bacterial compartments, showing the great potential and precision of our proteome-wide approach. Our workflow paves new avenues for the large-scale and nonbiased analysis of protein-protein interactions. All raw data, databases, and processing parameters are available on ProteomeXchange via PRIDE repository (data set identifier PXD021553).