Yes, you can purchase a home with someone who is neither a spouse nor a veteran, but the VA guaranty will only apply to the veteran’s portion of the loan. You will need to talk to your lender to see if this type of loan arrangement would be acceptable to them and what restrictions they may place on your loan.