The impact of Lacticaseibacillus paracasei NWAFU334 and Limosilactobacillus fermentum NWAFU0035 on the amelioration of liver function, oxidative stress reduction, and lipid metabolism modulation in mice subjected to an obesity-inducing high-fat diet (HFD) model was investigated. L. paracasei NWAFU334 and L. fermentum NWAFU0035 supplementations over 12weeks have been shown to have numerous beneficial effects in mice with induced obesity. These effects comprise the restoration of liver function and the reduction of oxidative stress within the liver. Furthermore, the supplementation led to a decreased content of fat accumulation in the liver, mitigation of the expression of inflammatory cytokines in the liver and colon, and a decrease in the expression levels of tight-junction proteins, for example, claudin-1, PPARγ, occludin, and ZO-1. Additionally, a notable improvement in the colonic expression proteins, including IL-6, TNF-α, IL-1β, Muc-2, Muc-3, Zo-1, claudin-1, and occludin. These proposed strains considerably decreased proinflammatory cytokines and influenced the regulation of lipid metabolism in the liver. These findings indicate that the potential mechanisms, primarily the impact of L. paracasei NWAFU334 and L. fermentum NWAFU0035 on obesity-induced liver function in mice, involve two regulated pathways: downregulation of lipogenesis and upregulation of gene expression related to fatty acid oxidation and lipolysis. In other words, these probiotic bacterial strains might be beneficial in reducing fat production and increasing fat breakdown in the liver. They may serve as effective therapeutic supplements for alleviating abnormalities induced by an HFD.