Adam Levine & Behati Prinsloo: Gelson's Shoppers!

Adam Levine and girlfriend Behati Prinsloo stick close together as they step out for some late-night grocery shopping on Thursday (August 9) in West Hollywood, Calif.

The 33-year-old Maroon 5 frontman and his girlfriend browsed the ice cream section for a while before deciding what to take home.

PHOTOS: Check out the latest pics of Adam Levine

Adam and Behati were spotted out to lunch together earlier in the week – after eating, they went for a spin on Adam‘s motorcycle!

Adam also tweeted about the Summer Olympics: “McDonalds continues to be the “official restaurant of the Olympics.” That will never make sense to me.”