In cognitively healthy middle-aged adults at risk for Alzheimer’s disease, becoming physically active, especially in line with WHO guidelines, was linked to lower brain amyloid burden. Remaining sedentary was associated with reduced cortical thickness in brain regions vulnerable to AD.