Didemnin B is a marine-derived depsipeptide with potent antiviral and anticancer activities. A prodrug activation mechanism was previously proposed for the biosynthesis of didemnin B by the nonribosomal peptide synthetase/polyketide synthase (NRPS/PKS) assembly line, but the enzyme involved in the maturation process remained unknown. Herein, we demonstrated that DidA, a dimodular NRPS predicted with unrelated activity to didemnin B structure assembly, was indispensable to produce didemnin B, confirming the prodrug mechanism in didemnin B biosynthesis. We further identified an Abi family transmembrane protease, DidK, that functioned as an esterase in the maturation step of didemnin B by in vivo gene knockout and heterologous expression. DidK is structurally distinct from other known hydrolytic enzymes involved in the maturation of bacterial nonribosomal peptides and is the first Abi family protein known to participate in NRPS/PKS-derived natural product production. Further bioinformatic analysis revealed more than 20 DidK homologues encoded in bacterial NRPS/PKS BGCs, suggesting that the involvement of Abi family proteins in natural product biosynthesis might not be rare. These results not only clarify the priming and maturation steps of didemnin B biosynthesis but also expand the function scope of Abi family proteins.