Sulfurylation of biomolecules (often termed sulfonation or sulfation) has been described in many organisms in all kingdoms of life. To date, most studies on sulfotransferases, the enzymes catalyzing sulfurylation, have focused on 3'-phosphate-5'-phosphosulfate (PAPS)-dependent enzymes, which transfer the sulfuryl group from this activated anhydride to hydroxyl groups of acceptor molecules. By contrast, the PAPS-independent aryl sulfotransferases (ASSTs) from bacteria, which catalyze sulfotransfer from phenolic sulfate esters to another phenol in the bacterial periplasm, were not well characterized until recently, although they were first described in 1986 in a search for nonhepatic sulfurylation processes. Recent studies revealed that this unusual class of sulfotransferases differs profoundly in both molecular structure and catalytic mechanism from PAPS-dependent sulfotransferases, and that ASSTs from certain bacterial pathogens are upregulated during infection. In this review, we summarize the literature on the roles of sulfurylation in prokaryotes and analyze the occurrence of ASSTs and their dependence on Dsb proteins catalyzing oxidative folding in the periplasm. Furthermore, we discuss structural differences and similarities between aryl sulfotransferases and PAPS-dependent sulfotransferases.