Communities of practice are generally known as places of engagement, learning and development. The current research aims to develop understanding of Estonian early-career university teachers' learning and developing possibilities as teachers in the community of practice (in the university). This paper is based on narrative interviews of 25 early-career university teachers. On the basis of the analysis we found that in the beginning of an academic career, a novice teacher finds support mostly through informal relationships. Opportunities to learn in the community depend heavily on the traditions and activity of a particular unit.