You can get a local bike if you are E-7 or above or E-5 if you get a waiver. And yes to ship from the states you need to be on a long tour and have command sponsorship.
My PSG had a gixxer 1000 that he brought from the states in Yongsan, and like mentioned 75% of the people that have bikes there are civilian contractors.