Background: Circular RNA VPS33B (circVPS33B) is upregulated in gastric cancer (GC) tissues. However, the role of circVPS33B in infiltrative GC is indistinct. Methods: Expression of circVPS33B, miR-873-5p, and heterogeneous nuclear ribonucleoprotein K (HNRNPK) mRNA was detected using quantitative real-time polymerase chain reaction (qRT-PCR). The proliferation, colony formation, migration, and invasion of infiltrative GC cells (XGC-1) were determined by 3-(4,5-dimethylthiazol-2-yl)-2,5-diphenyltetrazoliumbromide (MTT), plate clone, wound healing, or transwell assays. Several protein levels were examined by western blotting. The extracellular acidification rate (ECAR) and oxygen consumption rate (OCR) of XGC-1 cells were evaluated by XF96 extracellular flux analyzer. Glucose uptake and lactate production were analyzed by glycolysis assay. The relationship between circVPS33B or HNRNPK and miR-873-5p was verified by dual-luciferase reporter and/or RNA pull-down assays. In vivo tumorigenesis assay was executed for verifying the in vitro results.Results: CircVPS33B and HNRNPK were upregulated while miR-873-5p was downregulated in infiltrative GC tissues and XGC-1 cells. CircVPS33B silencing decreased tumor growth in vivo and inhibited proliferation, colony formation, migration, invasion, and Warburg effect of XGC-1 cells in vitro. CircVPS33B regulated HNRNPK expression via sponging miR-873-5p. The inhibitory influence of circVPS33B knockdown on the malignancy and Warburg effect of XGC-1 cells was overturned by miR-873-5p inhibitor. HNRNPK overexpression reversed the repression of the malignancy and Warburg effect of XGC-1 cells caused by miR-873-5p mimic.Conclusions: CircVPS33B accelerated infiltrative GC progression through regulating the miR-873-5p/HNRNPK axis, manifesting that circVPS33B might be a promising target for infiltrative GC treatment.