It was recently suggested that growth differentiation factor‐15 (
GDF
‐15) is associated with gastric cancer (
GC
) carcinogenesis. However, the diagnostic potential of
GDF
‐15 for
GC
remains unclear. To address this issue, we obtained
RNA
sequencing and microarray data from the Gene Expression Omnibus (
GEO
) and The Cancer Genome Atlas (
TCGA
) databases, and searched PubMed, Google Scholar and Web of Science for relevant literature. We then used
STATA
to perform a meta‐analysis. In total, reports of 253
GC
patients and 112 healthy controls who contributed peripheral blood samples were taken from the four literature sources, while information on 754
GC
tumor and 263 gastric normal tissues was drawn from
TCGA
and seven
GEO
datasets. The expression level of
GDF
‐15
mRNA
was significantly higher in tumor tissues than in normal tissues, with a standard mean difference (
SMD
) of 0.79% and a 95% confidence interval (95%
CI
) of 0.63–0.95. Consistently, the
GDF
‐15 protein in blood was significantly increased in
GC
patients as compared to controls (
SMD
= 3.74, 95%
CI
= 1.81–5.68). In addition, based on information from
TCGA
and
GEO
datasets, the expression level of
GDF
‐15
mRNA
may be of use for the diagnosis of
GC
, with a combined sensitivity, specificity and odds ratio of 0.69 (95%
CI
= 0.58–0.79), 0.90 (95%
CI
= 0.84–0.93) and 6.32 (95%
CI
= 4.22–9.49), respectively. The summary receiver operating characteristic curve demonstrated that the area under the curve was 0.90 (95%
CI
= 0.87–0.93). The results suggest higher levels of
GDF
‐15 may be associated with
GC
tumorigenesis and may have the potential to be a diagnostic biomarker of GC.