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The category certainly shows positive momentum. Last month, Parks Associates released research that found that one quarter of U.S. smartphone owners use payment apps at least once monthly and that more than 3 million retailers use Apple Pay and Android Pay. Consumers, the research found, prefer retailer-specific apps. The top three areas payment apps are used for are food and drink, clothing and event tickets. 