Oral mucosal wound healing is a rapid, precisely regulated process distinct from cutaneous repair due to the specialized anatomical, microbial, and physiological features of the oral cavity. This review outlines the sequential healing phases—hemostasis, inflammation, proliferation, and remodeling—and examines the coordinated roles of keratinocytes, fibroblasts, endothelial cells, and immune cell subsets in tissue restoration. Central molecular pathways, including PI3K/Akt, JAK/STAT, Ras/MAPK, TGF-β/SMAD, and Wnt/β-catenin, along with growth factors such as TGF-β, FGF, EGF, and VEGF, are discussed in relation to their regulatory influence on cell behavior and extracellular matrix dynamics. Unique intraoral factors—namely saliva-derived histatins and a distinct resident microbiota—promote accelerated re-epithelialization and attenuated fibrosis. Systemic conditions such as diabetes, aging, and tobacco exposure are identified as key modulators that compromise repair efficiency. Emerging therapeutic strategies, including stem-cell-based interventions, microbiota modulation, bioengineered scaffolds, and photobiomodulation, offer translational potential to enhance clinical outcomes in oral tissue regeneration.