Hydrogel composites are pivotal in biomedical research, showing promise across various applications. This review aims to thoroughly examine their significance and versatile roles in regenerative medicine, tissue engineering, and drug delivery systems. Key areas of investigation include integrating growth factor delivery systems, overcoming structural limitations in tissue engineering, exploring innovations in clinical applications, and addressing challenges in achieving bioactivity and biomechanical compatibility. Furthermore, the review will discuss controlled release mechanisms for drug delivery, advancements in biocompatibility and mechanical stability, recent progress in tissue regeneration and wound healing, and future prospects such as smart hydrogels, personalized treatments, and integration with wearable technology. Ultimately, the goal is to provide a comprehensive understanding of how hydrogel composites impact biomedical research and clinical practice.