This Danish nationwide cohort study of 27,870 term singleton births found that the COVID-19 lockdown (March 12–April 14, 2020) was associated with a small but statistically significant increase in mean birthweight of 16.9 g (adjusted) compared to the previous five years. The proportion of large-for-gestational-age (LGA) infants also rose significantly (aOR 1.13, 95% CI 1.05–1.21), with the birthweight increase driven mainly by later gestational weeks (40 and 41). These findings suggest that pandemic lockdown measures had indirect effects on prenatal growth and warrant monitoring of perinatal outcomes during future pandemic mitigations.