You should try pregnancy pilates as it is not as tiring as walking, and you can do it in the comfort of your home. It helps strengthen yourself to prepare for birth. There are other benefits also for exercising during pregnancy. You can read it up in: https://sg.theasianparent.com/exercise-during-pregnancy-the-why-what-when