This study examines the relationship between strategic human resource management (HRM) and organisational learning in Chinese private firms during the second-pioneering stage, which involves a process of transition from ‘opportunism’ to ‘capability building’. It specifically examines how this relationship is influenced by environmental uncertainty and guanxi dependence. Using data from a face-to-face survey of 107 Chinese private firms, the findings show that strategic HRM has a positive effect on all four dimensions of organisational learning: knowledge acquisition, knowledge distribution, knowledge interpretation and organisational memory. In addition, task environmental uncertainty positively moderates the relationship between strategic HRM and organisational learning. However, the moderating effects of institutional environmental uncertainty and guanxi dependence on this relationship are not significant. These results highlight the importance of strategic HRM for organisational learning in uncertain task environments to promote organisational transition.