In this article, we describe the research and societal needs as well as ongoing efforts to shape Swedish as a Second Language (L2) infrastructure. Our aim is to develop an electronic research infrastructure that would stimulate empiric research into learners' language development by preparing data and developing language technology methods and algorithms that can successfully deal with deviations in the learner language.