Novel therapeutic strategies are essential for enhancing efficacy and accelerating the treatment of diabetes mellitus. This investigation focused on incorporating empagliflozin into a composite of polylactic acid and polycaprolactone, resulting in the fabrication of drug-loaded fibrous patches (DFPs) for transdermal application, both by electrospinning (ES) and by pressurized gyration (PG). Scanning electron microscopy results revealed that DFPs generated through the PG method exhibited smaller diameters and a larger surface area than ES. Fourier-transform infrared spectroscopy and X-ray powder diffraction analyses confirmed the successful encapsulation of the drug in both DFPs. DFPs/PG exhibited a controlled release of 98.7 ± 1.3% of the total drug over 14 days, while DFPs/ES released 98.1 ± 2.1% in 12 days, according to