Access challenges for China researchers have increased, including for online research. This paper focuses on one subset of such challenges: policy documents. As no studies have to date analysed variation in data availability over time, researchers studying official documents risk conflating variation in transparency with actual policy change. This paper analyses missingness and finds that publication of policy documents under China's “open government information” initiative increased until the mid-late 2010s but then began to decrease. A key determinant of policy transparency is whether a document is related to citizens’ daily lives, as opposed to national security. Furthermore, nearly 20 per cent of policy documents become unavailable two years after their publication. The paper concludes with a discussion on how to mitigate these challenges.