From the reform and opening-up policy until now, targeted poverty alleviation in rural areas has always been regarded as a major and arduous task in China, and it strives to achieve the goal of national poverty alleviation by 2020. To firmly win the strong war of overcoming poverty and realize new leap of targeted poverty alleviation in rural areas, Qianshan Village, Ganlu Town, Gongqingcheng City of Jiangxi Province establishes party building projects with rural characteristics by surrounding action of "overcoming poverty and attacking strong poverty" and taking "party building + county sage or worthy" as link. It uses county sage or worthy to drive development of rural industry, and establishes a complete poverty alleviation mechanism, thereby making poor households get rid of poverty, become rich, and embark on the road of well-off society. In this paper, opportunities and challenges in targeted poverty alleviation work of Qianshan Village are analyzed, and corresponding countermeasures and suggestions are proposed.