Lymph node metastasis (LNM) in cervical cancer is a critical determinant of the disease progression and prognosis. Elucidating its molecular mechanisms and identifying specific biomarkers are crucial for optimizing treatment. DIA-based quantitative proteomic sequencing was conducted on 49 cervical cancer patients. We screened differentially expressed proteins and performed functional enrichment, pathway scoring, time-series analysis, protein interaction studies, and integrated proteomic and TCGA transcriptomic data to identify biomarkers. 56 genes showed consistent expression trends, with 2 upregulated (SERPINB5, FABP5) and 54 downregulated (including ZNF512). Novel findings include activation of unsaturated fatty acid/steroid biosynthesis and inhibition of cell junction pathways during progression. Lymphovascular space invasion (LVSI) precedes LNM, but a subset of LNM cases lacks LVSI and exhibits a unique cholesterol metabolism activation. SERPINB5, FABP5, and ZNF512 were validated as potential prognostic and LNM-predictive biomarkers. DIA proteomics characterized cervical cancer lymph node metastasis, revealing molecular changes and potential biomarkers and offering new insights into its biological mechanisms.