Technology is increasingly enabling us to instrument our physical environment with complex sensors and actuators, creating a connected world that generates huge volumes of complex data. In this article we describe a number of opportunities and challenges that this new data-rich world brings to pervasive computing and highlight the emergence of a new field of pervasive data science.