Resveratrol (RSV), a bioactive natural phenolic compound found in plants, fruits, and vegetables, has garnered significant attention in pharmaceutical, food, and cosmetic industries due to its remarkable biological and pharmacological activities. Despite its potential in treating various diseases, its poor pharmacokinetic properties, such as low solubility, stability, bioavailability, and susceptibility to rapid oxidation, limit its biomedical applications. Recent advancements focus on incorporating resveratrol into innovative materials like nanoparticles, polymers, and bio‐ceramics to enhance its properties and bioavailability. In this review, an exhaustive literature search was conducted from PubMed, Google Scholar, Science Direct, Scopus, and Web of Science databases to explore these advancements, to compares conventional and innovative extraction methods, and to highlights resveratrol's therapeutic potential, including its anti‐inflammatory, anti‐oxidative, anti‐cancerogenic, antidiabetic, neuroprotective, and cardio‐protective properties. Additionally, we discuss the challenges and prospects of hybrid materials combining resveratrol with nanoparticles, polymers, and bio‐ceramics for therapeutic applications. Rigorous studies are still needed to confirm their clinical efficacy.