Lavender milk bath

I’m 30 weeks pregnant today. I would like to take a bath and use this Weleda Lavender Relaxing Bath Milk to mix in with the water. I’ve heard some oils can cause contractions. This lavender oil is specifically made for bath time. Anybody know if lavender oil is safe while pregnant?