Caveolae are specialized plasma membrane microdomains whose structure and signaling functions are highly sensitive to nutritional status. They operate as dynamic, metabolically responsive units whose stability depends on membrane cholesterol, sphingolipids, fatty acid composition, and insulin regulated metabolic cues. Dietary lipids, glucose availability, amino acid balance, and micronutrient dependent antioxidant defenses all influence caveolar assembly, membrane curvature, and caveolin expression. Saturated fats, hyperglycemia, and oxidative stress destabilize caveolae by altering lipid packing, promoting caveolin mislocalization, and increasing lipid and protein oxidation. In contrast, unsaturated fatty acids, antioxidant vitamins, polyphenols, and adequate zinc and selenium support membrane fluidity, redox balance, and caveolar integrity. Dietary patterns exert integrated effects: Western style diets impair caveolin 1 expression and endothelial structure, whereas Mediterranean and plant based diets enhance lipid handling and insulin sensitivity, conditions favorable for maintaining functional caveolae. Caveolae also act as nutrient sensing platforms that coordinate insulin receptor signaling, nitric oxide production, and lipid uptake, amplifying the systemic impact of nutritional perturbations. Disruption of caveolae contributes to metabolic disease by impairing adipocyte lipid storage, endothelial nitric oxide signaling, and skeletal muscle glucose uptake. Understanding how nutrition modulates caveolae provides a mechanistic link between diet and metabolic health and highlights membrane targeted nutritional strategies as potential therapeutic approaches.