This study aims to examine how EFL teachers in Kazakhstan perceive and apply ML within their teaching across rural, urban, and regional schools; identify the key factors that impact teachers' engagement with ML and the conditions for it. Thereby, it offers a contextually grounded and theoretically robust examination of ML amongst EFL teachers in Kazakhstan