Currently, a substantial amount of circular RNAs (circRNAs) are closely associated with cancer development and the occurrence of drug resistance, however, circ_0017274 in cisplatin (CDDP) resistance in gastric cancer (GC) has not been addressed. Real‐time quantitative polymerase chain reaction (RT‐qPCR) and western blot were utilized for circ_0017274, microRNA‐637 (miR‐637) and caudal‐related homeobox transcription factor 2 (CDX2) contents analysis. Analysis of IC50, proliferation, cell cycle, apoptosis, migration and invasion of GC cells using Cell Counting Kit‐8 (CCK8), 5‐ethynyl‐2′‐deoxyuridine (EdU), flow cytometry or transwell assays. Interaction between miR‐637 and circ_0017274 or CDX2 was validated under the application of luciferase reporter system, RNA immunoprecipitation (RIP) analysis, and pull‐down assay. The effect of circ_0017274 on CDDP sensitivity in vivo was tapped by xenograft models. Circ_0017274 and CDX2 had higher content in CDDP‐resistant GC tissues and cells, while miR‐637 had lower content. CDDP resistance and development of GC cells were arrested when circ_0017274 level was reduced in vitro. MiR‐637 acted as a target of circ_0017274, and miR‐637 downregulation abated the phenomenon of elevated sensitivity of sh‐circ_0017274 to CDDP. MiR‐637 was also demonstrated to interact with CDX2 and to co‐regulate CDDP sensitivity in GC cells. The xenograft models also established that circ_0017274 downregulation strengthened CDDP sensitivity and thus curtailed tumour growth in vivo. Circ_0017274 downregulation boosted CDDP sensitivity by acting on miR‐637/CDX2 in CDDP‐resistant GC cells.