Aim: This study aims to investigate the safety and efficacy of chemotherapy in ovarian cancer patients in pregnancy. Methods: In this study, eligible studies were searched on PubMed, Embase, and Cochrane Library databases up to December 31, 2020. Data were calculated and presented by frequency and percentage, mean AE standard deviation (SD), and median (range), respectively. Kaplan-Meier survival analysis was performed to estimate overall survival (OS) and progression-free survival (PFS). Results: Finally, 34 studies including 40 ovarian cancer cases receiving chemotherapy during pregnancy were included. All 40 patients received chemotherapy during pregnancy. During the follow-up, seven of 37 (18.9%) women had a relapse and four of them (4/7, 57.1%) died of recurrence. Survival analysis failed to reach median OS and PFS within the follow-up (range 3-72 months). Better OS and PFS after chemotherapy in pregnancy were obtained in women with early-stage ovarian cancer (I) compared with those with advanced stage (III-IV). Neither OS nor FS differed between women treated with multi-drugs and those with monotherapy. Forty-one newborns were delivered from 40 pregnant women. Thirty-four (34/41, 82.9%) were completely healthy at birth and the end of follow-up (range 0.18-160 months). However, one newborn died 5 days after birth due to multiple congenital malformations, and another one developed Tourette's syndrome, aphasia, Asperger's syndrome as well as speech delay. Conclusions: This meta-analysis first reveals the efficacy and safety of chemotherapy for ovarian cancer during pregnancy, especially for early-stage patients. Cisplatin or carboplatin is suggested to be used as monotherapy to reduce adverse effects.