Reuters news agency reported a source as saying the 31-year-old star and her dance teacher husband have been apart for a while now.
Apparently, the couple are still good friends and were snapped together at the opening of Lopez's new restaurant in America.
They met while working on one of J-Lo's videos and got married following her break-up with Combs.