Tumor-associated macrophages (TAMs) play a crucial role in promoting cancer progression. Upon cytokine stimulation, TAMs preferentially polarize to the anti-inflammatory and pro-tumor M2 subtype . The mechanism underlying such preferential polarization remains elusive. Here, we report that macrophage-specific deletion of the SUMO-specific protease SENP3 promotes macrophage polarization towards M2 in bone-marrow-derived macrophage (BMDM) induced by IL4/IL13 and in an ex vivo model (murine Py8119 cell line), as well as in a mouse orthotopic tumor model.Notably, SENP3 loss in macrophages accelerated breast cancer malignancy in ex vivo and in vivo models. Mechanistically, we identified Akt1 as the substrate of SENP3 and found that the enhanced Akt1 SUMOylation upon SENP3 loss resulted in Akt1 hyper-phosphorylation and activation, which facilitates M2 polarization. Analysis of clinical data showed that a lower level of SENP3 in TAMs has a strong negative correlation with the level of the M2 marker CD206, as well as with a worse clinical outcome. Thus, increased Akt1 SUMOylation as a result of SENP3 deficiency modulates polarization of macrophages to the M2 subtype within a breast cancer microenvironment, which in turn promotes tumor progression.