Tumor-associated macrophages (TAMs) actively interact with the tumor microenvironment (TME). The dynamic communication between TAMs and the TME is closely associated with tumorigenesis, progression, metastasis, and drug resistance. With the development of single-cell sequencing, specific TAMs have been identified, and their roles in the TME were explored. With the development of an understanding of the interactions between TAMs and the TME, targeting TAMs has become a new treatment strategy for cancer therapy because of their high plasticity. In this review, we highlight strategies for remodeling TAMs based on targeting specific genes involved in regulating TAM phenotypes, blocking the crosstalk between TAMs and the TME, and targeting abnormal metabolic pathways. Moreover, we provided perspectives on the translational potential of targeting TAMs for cancer treatment, which could shed light on TAM-based therapeutic strategy in the future.