This paper aims to explore a research question: what are the drivers and barriers to fostering a creative climate in POGs in China and how to improve POGs towards a better sustainable pedagogy? Theoretically, this paper bridges studies on creativity, collaborative learning, creative climate, and sustainable pedagogy in one framework. Empirically, mixed methods of quantitative questionnaire survey (n = 126) and qualitative interviews (n = 15) were used to collect data. The findings demonstrate that the drivers to a creative climate include the challenge of the task, openness, trust between peers, experts' help, and group diversity, etc. However, some group problems, such as poor management, lacking of supervision supports, and students' fear of authority, etc., are barriers to a creative climate. This implies the needs of restructuring the relationships between teachers and students in POGs in order to improve it as a better sustainable pedagogy.