This review explores how food waste and agricultural byproducts can be transformed into useful bioplastics and advanced materials. By breaking down food residues into their component building blocks—like cellulose, pectin, and proteins—scientists can create eco-friendly plastics suitable for packaging, medical devices, and electronic applications. This approach supports a circular economy where waste becomes a valuable resource rather than an environmental burden.