The remarkable recent progress in computing power, sensors and embedded devices, smart phones, wireless communications and networking technologies, combined with emerging data mining techniques, cloud computing and social networking paradigms has enabled us to create pervasive computing systems and services with diverse applications and global accessibility. In this paper, we assess the current state of the art of pervasive computing at scale (PeCS) and look ahead to future directions the field can pursue together with challenges it will need to overcome.