Objectives Some studies have suggested a link between celiac disease (CD) and adverse maternal, obstetrical, and neonatal outcomes. Using a large database, we evaluated the effect of CD on pregnancy outcomes. Methods We conducted a retrospective cohort study using the National Inpatient Sample (NIS) of all deliveries from 2015 to 2019 in the United States. Using ICD-10 codes, we identified pregnant patients who had CD and those who did not. A multivariate logistic regression was used to generate odds ratios (ORs) with 95% confidence intervals (CIs) for maternal, obstetrical, and neonatal outcomes. Results Of 12,039,222 deliveries between 2015 and 2019, there were 10,555 births in women with CD. Pregnant women with CD were more likely to be white and older compared to those without CD. Pregnant women with CD were significantly more likely to carry a diagnosis of gestational hypertension (OR 1.26; 95% CI 1.04–1.52), preeclampsia (1.28; 1.08–1.53), and severe preeclampsia (1.62; 1.25–2.09). They were less likely to have a full-term uncomplicated delivery (OR 0.11; 95% CI, 0.05–0.20), while being more likely to require device-assisted delivery (1.25; 1.04–1.50) and sustain 3rd or 4th degree vaginal lacerations (1.56; 1.21–2.02). Babies of pregnant women with CD were more likely to be small for gestational age (SGA) (OR 1.29; 95% CI 1.03–1.61). Conclusions CD in pregnancy appears to be associated with increased adverse maternal, obstetrical, and neonatal outcomes. Clinicians should discuss these increased risks with CD patients who are planning to conceive.