In a large baking dish, place the grape tomatoes, potatoes, baby bella mushrooms, green beans, and garlic. Pour olive oil on top and season with salt and pepper. Mix well until incorporated.
Place the sausage links on top of the vegetables. Bake uncovered for 90 minutes, turning the sausage during the halfway point. Serve immediately and enjoy.