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Data are scarce on cytomegalovirus (CMV) replication in patients receiving CD19-directed chimeric antigen receptor (CAR) T cell treatment. Here we describe the incidence, severity, and management of CMV infection in patients with aggressive B cell lymphoma treated with CAR T cell therapy. In this retrospective observational study, we analyzed CMV viral load and its clinical impact in patients with aggressive B cell lymphoma receiving CAR T cell therapy between July 2018 and December 2021 at a single center. Patients with a negative baseline CMV IgG or a previous allogeneic stem cell transplantation were excluded. CMV replication was determined in whole blood. Overall, 105 patients met the study's inclusion criteria. Ten patients presented with CMV replication before CAR T cell infusion and were analyzed separately. Forty-two of the remaining 95 patients (44%) had at least 1 positive CMV determination, with a viral load ≥1000 IU/mL in 21 patients (22%). Four patients in the main cohort (N = 95) and 4 patients in the preinfusion replication group (N = 10) achieved a viral load10,000 IU/mL. Only 7 patients received preemptive antiviral treatment. No CMV end-organ disease was reported. The sole independent risk factor associated with CMV viremia ≥1000 IU/mL was dexamethasone treatment (odds ratio, 8.4; 95% confidence interval, 2.4 to 36.6; P = .002). Based on our findings, we designed an algorithm for CMV management in this setting. CMV replication is relatively frequent in patients with aggressive B cell lymphoma receiving CAR T cell therapy. It is usually self-limited and not associated with end-organ disease. Patients receiving dexamethasone or harboring CMV replication before infusion might benefit from active surveillance and preemptive treatment strategies.