Tumour-associated macrophages (TAMs) within the tumour microenvironment play crucial roles in tumour initiation, invasion, and metastasis. While glutamine synthetase (GS) is expressed predominantly in the tumour stroma, particularly in TAMs, the role of glutamine metabolism in regulating TAM polarization and function in cervical cancer (CC) remains poorly understood. This study aims to clarify this role and its implications for cancer progression. CD68 and GS expression in cervical tissues was detected using immunofluorescence staining. The effects of glutamine metabolism on TAM polarization were investigated via RTqPCR, flow cytometry, Western blotting and NAA treatment analyses. CCK8, colony formation, and Transwell assays were conducted to determine the effects of MSO-treated macrophages on tumour cell proliferation, migration, and invasion. We observed a significant increase in GS expression in TAMs within cervical cancer (CC) tissues, particularly in M2-like TAMs. Glutamine synthesized by TAMs with high GS expression was found to increase the proliferation, migration, and invasion of CC cells. Inhibition of GS in TAMs notably reduced their tumour-promoting effects. Additionally, the byproducts of glutamine metabolism in CC cells contributed to the polarization of TAMs towards the M2 phenotype. This polarization was completely abrogated when SNAT1, a key glutamine transporter, was inhibited in CC cells. Our findings demonstrate that glutamine synthesized by TAMs with high GS expression promotes tumour progression in CC. Furthermore, glutamine byproducts produced by CC cells induce TAM polarization towards the M2 phenotype, suggesting crucial metabolic crosstalk between tumour cells and macrophages that supports tumour progression. These results highlight the potential of targeting glutamine metabolism to modulate TAM function and inhibit tumour growth.