This paper focuses on the innovation and development of FinTech industry, and explores the integration of finance, information technology and data science. By analysing academic literature data, the study further discusses the technology-driven pattern and risk supervision issues in the FinTech industry. Based on the conclusions, this paper therefore proposes that attentions should be paid to the layout of key technology innovaitons as well as the improvement of the financial security information service system.