The singer, 27, was spotted arriving at his mansion in LA with a big bag of groceries.
She tried to keep a low profile as she turned up in a cosy sweater, denim cut-off shorts and a pair of white trainers.
Selena’s shopping bag appeared to be full of sweet treats including ice cream and fruit salad, while she carried a Louis Vuitton hangbag on her other arm.
There was so sign of One Direction alum, Niall, 26, who seemed to be waiting for her inside.
The visit comes after the duo enjoyed a night out together on Thursday.
A mutual friend had shared a photo of a group outing, with the pair looking very cosy on the end.