To provide a comprehensive systematic review and meta‐analysis regarding the cumulative incidence (incidence proportion) of human herpesvirus (HHV) reactivation among patients with coronavirus disease 2019 (COVID‐19), we searched PubMed/MEDLINE, Web of Science, and EMBASE up to 25 September 2022, with no language restrictions. All interventional and observational studies enrolling patients with confirmed COVID‐19 and providing data regarding HHV reactivation were included. The random‐effects model was used in the meta‐analyses. We included information from 32 studies. HHV reactivation was considered a positive polymerase chain reaction result taken at the time of COVID‐19 infection. Most of the included patients were severe COVID‐19 cases. The pooled cumulative incidence estimate was 38% (95% Confidence Intervals [CI], 28%–50%, I2 = 86%) for herpes simplex virus (HSV), 19% (95% CI, 13%–28%, I2 = 87%) for cytomegalovirus (CMV), 45% (95% CI, 28%–63%, I2 = 96%) for Epstein‐Barr virus (EBV), 18% (95% CI, 8%–35%) for human herpesvirus 6 (HHV‐6), 44% (95% CI, 32%–56%) for human herpesvirus 7 (HHV‐7), and 19% (95% CI, 14%–26%) for human herpesvirus 8 (HHV‐8). There was no evidence of funnel plot asymmetry based on visual inspection and Egger's regression test for the results of HSV (p = 0.84), CMV (p = 0.82), and EBV (p = 0.27) reactivation. In conclusion, the identification of HHV reactivation in severe COVID‐19 patients is helpful in the management of patients as well as the prevention of complications. Further research is required to elucidate the interaction between HHVs and COVID‐19. Systematic review registration: PROSPERO CRD42022321973.