Lucena Olarte has an unusual side job. She goes into local stores in her hometown of Davao, Philippines, takes out her phone, snaps a few photos of the cigarettes for sale, and uploads them to an app.

Real time photos of everything from food to buildings can help answer questions about food shortages, failing infrastructure and government programs. Similar economic data is often released by ...