The competitive uptake of essential amino acids (EAAs) by breast cancer cells is associated with poor patient prognosis and the development of an immunosuppressive tumor microenvironment. L-type amino acid transporters, LAT1 (SLC7 A5) and LAT2 (SLC7 A8) are major mediators of EAAs transmembrane uptake and are overexpressed in some tumor tissues. However, the distribution and functional roles of these transporters across breast cancer subtypes have not been fully elucidated. This study aims to investigate the therapeutic potential of targeting EAA transporters, particularly LAT1, in triple-negative breast cancer (TNBC) and its role in remodeling the tumor immune microenvironment. The distribution of EAA transporters across breast cancer subtypes was analyzed using multi-omics data. The effects of LAT1 targeting on TNBC cell proliferation and EAA uptake were evaluated using SLC7 A5 knockout and LAT1 inhibitors in vitro experiments. A 4T1-BALB/c tumor-bearing mouse model with normal immune function was constructed to investigate the effects of LAT1 targeting on tumor growth and immune microenvironment remodeling in vivo. TNBC demonstrated a strong dependence on LAT1-mediated EAAs uptake. Targeting LAT1 limited the exogenous supply of EAAs, leading to amino acid starvation, cell cycle arrest, and increased apoptosis in TNBC cells. The in vivo experiments, using a 4T1-BALB/c tumor-bearing mouse model, showed that LAT1 targeting inhibited tumor growth and remodeled the immunosuppressive tumor microenvironment. Targeting LAT1 improved PD-L1-associated immune suppression and improved the efficacy of PD-1 antibody treatment, producing synergistic anti-tumor effects. This study highlights the therapeutic potential of targeting LAT1 in TNBC, particularly in remodeling the tumor immune microenvironment. The findings provide a promising strategy for immune combination therapy in TNBC.