ST3GAL4 and cancer: <b>Conclusions:</b> This multi-omics study delineates a comprehensive pan-cancer atlas of ST3GAL4, establishing its association with aggressive tumor behavior, an immunosuppressive microenvironment, and core glycosylation pathways.