While cleft lip palate cannot always be prevented, there are some steps that can be taken to reduce the risk. Avoiding tobacco and alcohol during pregnancy, maintaining a healthy diet, and taking folic acid supplements may help lower the chances of a baby being born with a cleft lip palate.