The two were with separate groups of friends at The Nice Guy restaurant in West Hollywood on Friday, but the two eventually left together.
They then headed over to Universal Studios Hollywood for horror filled evening at Halloween Horror Nights.
The "What Do You Mean?" singer posted a super fun selfie of the two of them with a pair of 3D Glasses.
They seem to have had a good time together!