I think the main feature is being able to easily leverage shaders with a nicer API. Having done a fair bit of SDL over the years, dropping down to pure OpenGL and shaders can be a bit... low-level, which is to be expected. This seems to make that quite a bit nicer?
Edit: For example, check out this http://dinomage.com/reference/SDL_gpu/group__ShaderInterface...