Over 2 billion people carry small, powerful computers that track an increasing number of behavioural and environmental metrics a.k.a. smartphones. Psychological science can now conduct research at a scale never previously possible. This documents the successes and ongoing challenges associated with interdisciplinary research in the digital age.