Achieving Sustainable Development Goal 4 is underpinned by the provision of quality inclusive education for all young persons, including persons with disabilities. The universal design for learning (UDL) framework provides the basis for establishing an inclusive pedagogical learning environment in classrooms. However, implementing such an inclusive pedagogical framework continues to be profoundly challenging across all countries, including Australia. Teacher attitude is the most important construct in efforts to create inclusive educational contexts. The aim of this study was to examine secondary school teachers’ attitudes towards the UDL framework in Australia. One hundred and twenty mainstream secondary classroom teachers in Sydney completed an online survey. The mean values and standard deviations of a self-designed UDL framework were calculated to examine teacher attitudes. Correlations and multiple regressions were conducted to verify the relationship between teachers’ attitudes and their background variables. The main results indicated that Australian secondary school teacher attitudes towards the UDL framework were generally positive, although they still had some practical concerns, such as having inflexible ideas about how to provide instructions. The findings provide useful insights for developing professional teacher training to promote inclusive education, where the UDL framework is a lens for interpreting inclusive education.