Herein, we report the biosynthesis of bioplastic precursors thourgh the immobilization of aldehyde reductase (AHR) onto a metal organic framework (UIO-66-NH2). Kinetic analysis demonstrated that the immobilized AHR maintained significant catalytic activity and exhibited improved operational stability, as well as higher reusability, compared with the free AHR. Furthermore, the synthetic applicability of the immobilized AHR was evaluated in tandem with that of transaminase derived from S. pomeroyi (spTA), where 8, 10, and 12 carbon chain ω-amino fatty acids (ω-AFAs) were biosynthesized from the corresponding hydroxy fatty acids (ω-HFAs) with ∼90% conversions.