Congratulations. Best guess would be the added weight of the baby. You could also be experiencing some foot swelling. Arches flattening? Talk to you OB at your next visit. He/she might be able to suggest a remedy.
Im 28 Weeks Pregnant Why Do The Bottom Of My Feet Hurt?