Big Data (BD) has been a main stream of information application. As the maturity of the methods, procedures, and tools for accessing, processing, as well as analyzing a great amount of data, BD is emerging its wide spectrum of applications. Besides, virtual community (VC) is also an essential trend of information application. The interconnected networks enabling message interchange among social network members make VC services become smarter. However, whether the combination of the power of VC and the capability of BD computing may create new applications or business models is less investigated. This paper discusses the business opportunities and challenges of inviting the power of VC to BD applications through introducing two proposed BD-oriented prototypes aiming at citizen service and smart living application. The research findings of this paper may not only indicate a new research direction of BD computing, but also provides considerable viewpoints on VC added service innovation.