Obesity and metabolic disorders are rising global health concerns, emphasizing the need for effective dietary interventions. High-viscosity dietary fibers such as bacterial cellulose (BC) and guar gum (GG) have unique properties that may complement each other in modulating gut microbiota and metabolic health. This study investigates their effects in high-fat diet-fed mice. BC and GG increase Bacteroides, which degrade polysaccharides and produce short-chain fatty acids (SCFAs), supporting metabolic health. BC enhances bile acid excretion and enriches Faecalibaculum, Duncaniella, and Paramuribaculum, promoting gut barrier integrity and reducing inflammation, potentially improving bile acid turnover and lipid metabolism. GG more effectively increases butyrate production by enhancing butyrate-producing bacteria, such as Clostridium XIVa and Kineothrix, and promotes Bifidobacterium, strengthening anti-inflammatory effects and gut barrier function. Both fibers upregulate bile acid biosynthesis, but BC's non-fermentable nature leads to higher bile acid excretion, while GG's fermentation causes lower excretion and broader liver metabolic changes. Both fibers reduce body weight, fat accumulation, and cholesterol levels, highlighting their potential in managing obesity and metabolic disorders. The complementary effects of BC and GG underscore the importance of fiber diversity for targeted dietary strategies to improve metabolic health.