Background: Previous scholarly research highlights the indispensable roles of tumor-associated macrophages (TAMs) and exosomes in the progression of hepatocellular carcinoma (HCC). However, the nuanced molecular mechanisms by which tumor-derived exosomal lncRNAs interact with TAMs to modulate macrophage polarization and HCC proliferation remain largely obscure. Method: Clinical specimens were subjected to sequencing and bioinformatics analysis, revealing the previously unreported SLC12A2-DT. The presence of exosomes was assessed via transmission electron microscopy and differential ultracentrifugation. In vivo and in vitro coculture experiments were employed to elucidate the functions of exosomal SLC12A2-DT. RNA pull-down assays, dual-luciferase reporter assays, and mass spectrometry were utilized to delineate the mechanisms by which exosomal SLC12A2-DT regulates the interaction between HCC cells and M2 macrophages. Results: Our study revealed the aberrant upregulation of SLC12A2-DT expression in HCC, particularly in advanced stages, and its association with poor prognosis in HCC patients. Notably, SLC12A2-DT-induced M2 macrophage polarization significantly induced lung metastasis in a murine HCC model. We subsequently confirmed that HCC cell-derived exosomal SLC12A2-DT induced M2 macrophage polarization by specifically binding to GSK3(3/(3-catenin and downregulating the degradation of ubiquitinated (3-catenin, leading to Wnt signaling pathway activation. Furthermore, we revealed that KLF4 transcriptionally repressed SLC12A2-DT expression in HCC cells. Conclusion: These findings suggest that tumor-derived exosomal SLC12A2-DT facilitates HCC progression by modulating the interplay between HCC cells and TAMs through the Wnt/GSK3(3/(3-catenin signaling pathway.