Background Hypersensitivity reactions to gadolinium-based contrast agents (GBCAs) that occur despite corticosteroid premedication (breakthrough reactions) are not well understood. Purpose To determine the GBCA breakthrough reaction rate overall and according to GBCA class and to determine the effect of using an alternative GBCA or allergy skin testing on the risk of a breakthrough reaction. Materials and Methods In this systematic review and meta-analysis, MEDLINE (from 1946 to 2019), Embase (from 1947 to 2019), and the Cochrane Central Register of Controlled Trials (2019 only) were searched for patients with a breakthrough reaction to a GBCA who were undergoing repeat GBCA administration. Breakthrough reaction rates were determined with random-effects modeling and meta-regression. Secondary analyses of GBCA class, switching to an alternative GBCA, and allergy skin testing were assessed. Quality Assessment of Diagnostic Accuracy Studies 2 was used to determine risk of bias and applicability. Percentages are meta-regression results and do not directly reflect raw data. Results Of the 148 identified studies, 23 were included, encompassing 120 patients and 130 GBCA administrations. The overall breakthrough reaction rate was 39% (95% confidence interval [CI]: 30%, 49%; 37 of 103 administrations). Breakthrough reaction rates for macrocyclic (36%; 95% CI: 25%, 48%; 23 of 64 administrations) and protein-binding linear (31%; 95% CI: 1%, 94%; [one of seven administrations) GBCAs did not differ (P = .90). There were insufficient analyzable data for gadodiamide, gadoversetamide, and gadopentetate. Hypersensitivity reaction rate after switching GBCAs was 50% (95% CI: 21%, 79%; three of nine administrations) with and 71% (95% CI: 21%, 95%; four of five administrations) without corticosteroid premedication, which did not differ (P = .82 and P = .17, respectively) from the observed rate when using corticosteroid premedication and the same GBCA (36%; 95% CI: 26%, 48%; 37 of 84 administrations). Hypersensitivity reaction rate after allergy skin testing (17%; 95% CI: 7%, 29%; zero of 21 studies) did not differ when compared with use of the same agent with corticosteroid premedication (P = .10). Meta-analysis limitations were the small number of patients and the high risk of bias. Conclusion Patients with a prior hypersensitivity reaction to a gadolinium-based contrast agent (GBCA) often had breakthrough reactions. The effect of switching to an alternative GBCA or using allergy skin testing to decrease reaction risk lacked enough available data for meaningful comparisons. © RSNA, 2020 Online supplemental material is available for this article. See also the editorial by Prince in this issue.