This comprehensive review explores the roles of B vitamins (notably B2, B6, B12) and fatty acids in the pathogenesis and potential treatment of small vessel disease-related dementia (SVD). B vitamins are implicated in endothelial protection, homocysteine metabolism, and neuroinflammation modulation, while fatty acids contribute to membrane integrity and anti-inflammatory processes.