dealing with pet anxiety during storms

I've got a Labrador who turns into a nervous wreck every time there's a thunderstorm. It's heartbreaking to watch him pace, pant, and hide in the corner. 😔 I've tried a few things like playing calming music and using those plug-in diffusers with pheromones, but I'm curious if anyone has found something that really works? I read somewhere about anxiety wraps or jackets, but I'm on the fence about them. Also, does anyone have experience with CBD oil for pets? Would love to hear what has worked for you or any tips to help my furry friend feel safer during storms!