Dendritic cells (DCs) are the most potent antigens presenting cells in the immune system. They have a high capacity to trigger antigen-specific immune responses and promote both adaptive immunity and innate immunity. In the past decade, DC vaccine has been introduced as a new therapeutic strategy in cancer patients. DC-based immunotherapy is safe and can promote antitumor immune responses and prolonged survival of cancer patients. However, the current approaches of DC vaccination are far from optimal efficacy in advanced cancers. In this paper, we present recent findings about DC vaccine, its clinical application and efficacy in various cancers, as well as improved approaches in the preparation of DC vaccine.