Collagen supplements are probably safe to take during pregnancy, but there is limited research on the effects on pregnant women. Always consult with your doctor before taking any supplements.  Collagen-rich foods are great during pregnancy. Many of these foods are safe during pregnancy and highly beneficial to mom and baby.