"They just weren't into it anymore," an insider told the celebrity magazine.
The singers, who are both 20, began dating in August and collaborated on the duet, "Almost is Never Enough."
UsMagazine.com said the popular musicians' busy schedules contributed to their breakup.
2014: The Year in Fashion [PHOTOS]
Bette Midler covers 'Waterfalls' by TLC