Lipoproteins are a largely uncharacterized class of proteins in bacteria. In this study, metabolic labeling of bacteria with fatty acid chemical reporters allowed rapid profiling of lipid-modified proteins. We identified many candidate lipoproteins in Escherichia coli and detected a novel modification on YjgF. This chemical approach should facilitate future characterization of lipoproteins.