"They quietly parted ways a while ago," a friend told the magazine. "It was just a distance thing. No hard feelings. They're fine."
Swift, 22, began dating Kennedy, the 18-year-old grandson of late Sen. Robert F. Kennedy, in July.
The singer is now on the promotional trail for her new album, "Red."