To understand the etiological, structural, and immunological characteristics of cervical squamous cell carcinoma (CSCC), we conducted single nucleus RNA sequencing (snRNA-seq) and spatial transcriptomics (ST) experiments for cervical samples from 20 individuals. When exploring the possible factors shaping the intra-individual immune heterogeneity in CSCC, we identified a cluster of cancer-associated fibroblasts (CAFs) enriched around some tumors, which highly expressed ACTA2, POSTN, ITGB4, and FAP. Results showed that the CAFs might support the growth and metastasis of tumors by inhibiting lymphocyte infiltration and remodeling the tumor extracellular matrix. Moreover, high CAF signals predicted poorer clinical outcomes for CSCC patients. Our data also revealed the infection profiles of HPV in tumors, the critical factors involved in the progression of cervical cancerous lesions, and the association between tumor metabolism and immune response intensity. Collectively, our findings may improve the prognostic and therapeutic methods for CSCC.