The higher education sector has learnt a great deal in the online delivery shift due to COVID-19, however, student voice has been underrepresented in literature. This paper reveals 15 student perspectives, including both international and domestic students, who were studying a Master of Teaching (Secondary) at one university in Melbourne, Australia, during heightened social distancing restrictions. The inductive thematic qualitative data analysis collected through semi-structured interviews showed opportunities and challenges of learning experiences. Emergent themes found affordances of convenience and challenges of relational and structural aspects of teaching and learning. Relational aspects of learning were more challenging, including peer collaboration, seeking informal advice and feedback from academics, and participation and engagement. We recommend the inclusion of student voice to guide post COVID-19 teacher education design recommend several areas of support to guide a humanising and personal connection into the remote learning environment.