The skin, as the largest organ of the body, is vulnerable to damage from numerous sources, which can complicate the wound healing process. Conditions such as aging, diabetes, and obesity can hinder natural healing, resulting in extended inflammation and slower recovery. Nanomaterials, with their customizable properties, offer promising solutions for biomedical applications. Devices engineered with nanotechnology, particularly electrospun nanofibers, provide advantages over conventional dressings, including flexibility, precise drug delivery, gas exchange, and enhanced biological effectiveness. This study attends to the mechanisms behind chronic wound formation and the use of synthetic polymers to create bio-inspired nanofibers through electrospinning, aiming to enhance healing. This study aims to investigate the impact of electrospun nanofibers on wound dressing applications, focusing on polycaprolactone (PCL) and poly (lactic-co-glycolic acid) (PLGA) polymers (5% and 10% concentration) loaded with cannabidiol (CBD). By employing a single electrospinning apparatus, successfully nanofibers were synthesized that exhibited unique properties with desired characteristics based on the Electrohydrodynamic Atomization (EHDA) process moreover comprehensive assessments were conducted to confirm the suitability of nanofibers loaded with CBD for wound dressing applications. The rheological properties of solutions are critical for their effective application in the EHDA process, as the formulation must exhibit specific physical characteristics. This study emphasized the importance of conducting thorough physical characterization of solutions and there was an inverse relationship between increasing concentration and the rise in electrical surface tension (ST) and conductivity (EC). However, an increase in polymer concentration led to higher density (D) and viscosity (V). These parameters are essential to ensure the solutions meet the necessary criteria for successful EHDA processing. In Zeta Potential Results, the high negative zeta potential demonstrated a good degree of stability for nanofibers and enhanced bioavailability of CBD. The CBD-loaded nanofibers exhibited improved stability confirmed by by the Optical Microscopy with smooth fibers. Thermal analysis revealed a slight decrease in melting temperatures for PCL (~57.84 °C) and PLGA (~44.12 °C), suggesting the formation of smaller crystallites and successful encapsulation of CBD. Fourier-transform infrared spectroscopy (FTIR) confirmed the integration of CBD within the polymeric chains, although the final nanofibers did not exhibit detectable CBD peaks. The in-vitro release study demonstrated that PLGA nanofibers achieved 100% CBD release within 48 hours, with an initial burst release phase and control release for 48 hours, PLGA nanofibers released approximately 65% of the drug within 30 minutes, while PCL nanofibers released 55% within 40 minutes. Kinetic modeling indicated the Higuchi model best described the release mechanisms for both formulations while the faster drug release from PLGA nanofibers was attributed to higher bioerosion compared to PCL. The study underscores the potential of nanofibers in wound dressing applications. Future research will concentrate on optimizing electrospinning parameters, enhancing fiber properties through surface modifications, and investigating in vivo behavior. Additionally, the use of wound kits to test wound dressing and some culture studies for targeted wound healing applications will be explored.