Provided herein are genetically modified host cells, compositions, and methods for improved production of vanillin and/or glucovanillin. The host cells, compositions, and methods described herein provide an efficient route for the heterologous production of vanillin and/or glucovanillin and any compound that can be synthesized or biosynthesized from either or both.