yes offcourse you can. In my opinion, it depends on your profession/ salary. If you want to bring her just for travel fill out the form download it from the moi website and go to airport immigration. you will get visa within one day. If you want to bring her on family visa then go to immigration office near gharafa r/a and apply for family visa. If surname is same for both of you then there is no problem.
regards