The significant expansion of farmland abandonment not only poses a threat to agricultural sustainability, but also challenges biodiversity conservation and food security. This study aims to initiate a deep systematic analysis of the current scenario of Chinese farmland abandonment, which is timely and urgent as a starting point to fully understand the current state of knowledge of it. In total, 181 articles out of 5384 articles through four databases (CNKI, Web of Science core collection, Scopus, and CAB Abstracts) are extracted and synthesized by the PRISMA method. A total of 12 experts from 11 countries with specialized knowledge in the research field are interviewed. It is found that farmland abandonment in East China is the most frequently reported, which is followed by the Southwest. The research focus in China has shifted from mountainous areas to agricultural and pastoral areas and major grain-producing areas. Chinese farmland abandonment is defined principally from the perspective of the managerial approach. An inventory that categorizes these different drivers of farmland abandonment is built, which includes socio-economic aspects, biophysical attributes, policy, household characteristics, and specific events. Socio-economic aspects, especially off-farm employment, are the most commonly studied factors. Meanwhile, the aging of the population is also noteworthy. Different trajectories should be applied accordingly due to the significant differences between North and South China. Furthermore, there is an optimistic attitude towards the ecological impact of abandoned farmland in China. However, more evidence should be given on it. Those findings will hopefully provide some insights for the scientific community and policy makers.