I agree with Jim; the moon is in the wrong place. (And with Ron; I hate granite clouds!!) Also the lighting is just "wrong" on the moon, so it doesn't match the rest of the scene.
No, this is not the only way to get a full moon in your shot. I work with film so I do double exposures. You can likely set your digital to do the same.
First, find a scene where the moon is actually rising (i.e. point away from the sunset). Your light will be more realistic. Either shoot "beside" where the moon is, or wait till the moon is high enough to not be in your shot. Shoot the scene, making note of where you want to put the moon. Then add the moon as a 2nd exposure. Zoom in a LITTLE if you want to make it look as big as a rising moon looks to the eye. I usually use my 200mm lens (so yes, it's a little big but (hopefully) not overdone).
The best night to do moonrise shots is the night
before the full moon if you want some sunsetty light on the scene; if you want a dark night-scene you can do it later.
Photoshop can be fun, but just because you CAN, doesn't mean you SHOULD.
Keep playing & experimenting & have fun! And welcome to the forum