Background: There is limited evidence on the safety of coronavirus disease 2019 (COVID-19) vaccination during pregnancy and lactation. Thus, we aimed to evaluate the association between COVID-19 vaccination during pregnancy and lactation and reporting risk of adverse pregnancy or lactation outcomes. Methods: Using VigiBase, we performed a disproportionality analysis with caseon case design. Cases were defined based on the Standardized MedDRA Queries (SMQs) of “pregnancy and neonatal topics” and non-cases were defined as all other adverse events. We included all reports with COVID-19 vaccines as the suspected cause. Using the full database as the comparators, reporting odds ratios (RORs) with 95% confidence intervals (CIs) were estimated by logistic regression while adjusting for maternal age. Infants’ age and sex were additionally adjusted in analyzing the risk of COVID-19 vaccination during lactation. Results: We identified 10,266 and 6,474 reports with the SMQ of “pregnancy and neonatal topics” associated with COVID-19 vaccines during pregnancy and lactation, respectively. No significant RORs of adverse pregnancy outcomes associated with COVID-19 vaccines during pregnancy were observed; however, “functional lactation disorders” showed significant disproportionality during lactation with adjusted ROR of 1.48 (95% CI, 1.21–1.79). Further analysis that analyzed “functional lactation disorders” at a preferred term level, showed higher ROR in mastitis (2.76 [95% CI, 1.45–5.27]). Conclusion Overall, we did not observe a positive association between COVID-19 vaccination during pregnancy and risk of reporting adverse pregnancy outcomes. However, we found a significant disproportionate reporting association between COVID-19 vaccination during lactation and “functional lactation disorders”, specifically mastitis. Continuous surveillance is warranted to confirm the safety of COVID-19 vaccine during pregnancy and lactation.