The importance of students' learning to learn competence for academic achievement, as well as their well‐being at school and in life, is increasingly emphasised by educators and policy makers in national curricula and educational strategies. In an uncertain and complex world, learners need to become autonomous, be able to analyse challenges and apply knowledge in different contexts, address complex tasks, and create new knowledge. This article explores concepts and approaches to the development of students' learning to learn competence in the context of education in Estonia. First, the conceptualisation, model and dimensions of learning to learn competence are described and related challenges for teachers are analysed. Second, an overview of Estonian teachers' current practices, beliefs, knowledge, skills and occupational standards relevant to students' learning to learn competence is provided. We discuss how Estonian teacher education policy may enhance or inhibit the work of teachers when supporting students to develop learning to learn competence. Future directions for teacher educators and how to prepare teachers to support the development of students' learning to learn competence are suggested.