Avril Lavigne and Tyga were snapped grabbing a bite at the high-end Southern California restaurant Soho House Malibu on Sunday.
The Canadian songstress, 38, donned a black long-sleeved Vetements monogram knitted sweater with black pants and shoes.
The Complicated artist wore her blonde locks down and parted and accessorized with black sunglasses on the chilly spring evening.
Tyga, 33, was clad in an off-white leather jacket with curved zippers over a white shirt with light blue jeans at the establishment.
The Rack City artist, who was past involved with Blac Chyna and Kylie Jenner, wore a dark baseball cap backwards over his braided locks as the couple waited at the valet station of the restaurant.
The latest: Avril Lavigne, 38, and Tyga, 33, were snapped grabbing a bite at the high-end Southern California restaurant Soho House Malibu on Sunday
The couple have been frequently spotted together since emerging as a couple last month.
Tyga gave the Sk8er Boi artist an $80k custom diamond chain that bears her name, as she was seen wearing the statement pendant while out in LA last month.
A source last week told People that both musical artists are 'very into each other.'
While the couple have been spending a lot of time with each other, they are not yet fully committed and are taking their time getting to know one another, the source said.
'They're still not exclusive and just getting to know each other. They're taking things very slowly to be on the safe side and really get to know each other before diving into something serious,' the source said.
The source added the duo are 'spending a lot of time together' as the rapper prepares to devote himself to making new music.
Jeweler Eric Mavani, who has also made a custom necklace for Kim Kardashian, revealed Tyga had asked him to create the sparkly diamond chain for Avril as their romance heats up.
The huge necklace features a whopping 50 carats of white diamonds, black diamonds and pink sapphires.
Headed home: The celebrity couple waited at the valet station of the restaurant on the chilly spring evening
Not that Complicated! Avril Lavigne and Tyga are 'very into each other' but taking their time getting to know one another; pictured earlier this month in Paris