Thus just find the mean and variance of Z and you're done.
You can use MGFs, but that silly.
It does prove what I'm saying though.
Oh gave you the marginal of Z.
If you want the joint of X and Z, you need to transform, calc 3 from X,Y to X,Z.
Obtain the jacobian and substitute from one density to the other.