Background Evidence of glucocorticoids on viral clearance delay of COVID-19 patients is not clear. Methods In this systematic review and meta-analysis, we searched studies on Medline, Embase, EBSCO, ScienceDirect, Web of Science, Cochrane Library, and ClinicalTrials.gov from 2002 to December 2, 2020. We mainly pooled the adjusted hazard ratios (HRs), mean difference (MD) or risk ratios (RRs) of viral clearance delay and did subgroup analyses by doses and the severity of illness.Results One trial and 38 observational studies, with a total of 7119 patients, were identified. Glucocorticoids treatment was associated with delayed viral clearance in COVID-19 (Adjusted HR 1.71, 95% CI 1.51 to 1.94, I2=22%, PI 1.45 to 2.01), based on moderate-quality evidence. In subgroup analyses, risk of viral clearance delay was significantly higher among COVID-19 patients being mild or moderate ill (adjusted HR 1.94, 95% CI 1.39 to 2.70, I2=52%; MD 2.59, 95% CI 1.21 to 3.97, I2=24%), but not in those of being severe or critical ill (adjusted HR 1.85, 95% CI 1.05 to 3.26; MD 0.22, 95% CI -1.85 to 2.29, I2=56%); taking high doses (adjusted HR 1.49, 95% CI 1.03 to 2.15; unadjusted RR 1.47, 95% CI 1.12 to 1.94) rather taking low doses (adjusted HR 1.39, 95% CI 0.93 to 2.08; unadjusted RR 1.33, 95% CI 1.00 to 1.77) or pulse (unadjusted RR 1.85, 95% CI 0.66 to 5.19).Conclusions Glucocorticoids treatment delayed viral clearance in COVID-19 patients of being mild or moderate ill or taking a high dose, rather in those of being severe or critical ill or taking low dose or pulse.