BackgroundAtezolizumab plus bevacizumab was approved in 2020 as a first-line treatment for advanced hepatocellular carcinoma (HCC). The purpose of this study was to assess the curative effect and tolerability of the combination treatment in advanced HCC.MethodsWeb of Science, PubMed and Embase were retrieved for qualified literatures on the treatment of advanced HCC with atezolizumab plus bevacizumab until September 1, 2022. The outcomes included pooled overall response (OR), complete response (CR), partial response (PR), median overall survival (mOS), median progression-free survival (mPFS), and adverse events (AEs).ResultsTwenty-three studies, comprising 3168 patients, were enrolled. The pooled OR, CR, and PR rates of the long-term (more than six weeks) therapy response based on Response Evaluation Criteria in Solid Tumors (RECIST) were 26%, 2%, and 23%, respectively. The pooled OR, CR, and PR rates of the short-term (six weeks) therapeutic response evaluated with RECIST were 13%, 0%, and 15%, respectively. The pooled mOS and mPFS were 14.7 months and 6.66 months, respectively. During the treatment, 83% and 30% of patients experienced any grade AEs and grade 3 and above AEs, respectively.ConclusionsAtezolizumab in combination with bevacizumab showed good efficacy and tolerability in the treatment of advanced HCC. Compared with short-term, non-first-line, and low-dose therapy, atezolizumab plus bevacizumab in long-term, first-line, and standard-dose treatment for advanced HCC showed a better tumor response rate.Supplementary InformationThe online version contains supplementary material available at 10.1186/s12885-023-11112-w.