By fusing the GRP78‐selective protease subtilase cytotoxin catalytic A subunit (subA) with a nanobody against HER2, we achieved the targeted degradation of sGRP78 within the breast cancer region, effectively reversing the immunosuppressive microenvironment. Here, ERBB2 is linked to breast cancer.