King’s wool and her husband are showing some PDA!

The singer, 40, and husband Jeremy Dufrene shared a sweet kiss while attending the Valentino show during Paris Fashion Week on Sunday, Oct. 5.

Del Rey was photographed pressing up against Dufrene’s side as they smooched. She wore an elegant, floor-length lavender dress with fur trim along the off-the-shoulder sleeve. Her bronze and black statement hair accessories were on display in the shot.

Del Rey also held out a small white beaded handbag with colorful flowers and a red strap as she posed with her hubby.

The “Young and Beautiful” singer finished off her look with white kitten heels. She styled her hair in loose waves and wore a light makeup look with a glossy brown lip.

Dufrene kept it laid-back in a matching blue jacket and pants ensemble with an off-white T-shirt. He paired the look with a black hat, sunglasses and brown shoes.

Other photos showed the pair walking into the venue from outside. They held hands and had their arms intertwined in many of the shots.

Their loved-up public appearance comes shortly after the two celebrated their first wedding anniversary on Sept. 24.

The singer marked the occasion with an Instagram carousel of photos from their 2024 wedding day. The post included photos of Del Rey and Dufrene posing and kissing on an airboat, wedding guests Jack Antonoff and Margaret Qualley cheering for the couple, and the two-tier wedding cake.

The Month Prior, of the King shared a photo of a wedding memento: a white lace doily with her and Dufrene’s initials “L & J” and a heart embroidered in red stitching. On top of the doily was a gold flower pin with diamonds.

Del Rey and Dufrene, a swamp boat tour guide, tied the knot On seven. 24, 2024, in Germans, Louisiana. A source told PEOPLE at the time that “the wedding ceremony and reception were both held in the same bayou where Jeremy operates his swamp boat tours.”

The couple was first romantically linked in August 2024 after they were spotted on a lunch date in London.

The singer is preparing to release her 10th studio albumtitled Stove — after originally being called Lasso and renamed The Right Person Will Stay — at the end of January 2026.

Never miss a story — sign up for PEOPLE’s free daily newsletter to stay up-to-date on the best of what PEOPLE has to offer​​, from celebrity news to compelling human interest stories.

The album is expected to be a break from her typical alternative rock sound and will “have a country flair,” Del Rey told In Magazine in August.