Shawn Mendes stepped out in Los Angeles on Tuesday after further fueling romance rumors with Dr. Jocelyne Miranda, 51, who is his longtime chiropractor.

The singer, 24, picked up food at the high-end grocery chain, Erewhon Market, with a stylish male friend in tow.

Mendes kept cozy in a beige cable knit sweater and kaki pants.

The Stitches hitmaker kept a pair of sunglasses atop his newly shaved head for the late afternoon outing.

On Monday, Mendes hung back at his West Hollywood abode where he was joined by Miranda.

He greeted her at the front door as she arrived with a coffee and cellphone in hand. She also had a large tote bag over one shoulder. 

The pair have been spotted together on several occasions throughout 2022 but Miranda has been working with Mendes since early 2018.

She accompanied him on his fourth concert tour in 2019, which she heavily documented on her Instagram page.

Over the years, Miranda has also used social media to let fans in on her close bond with Mendes in the form of sweet birthday posts and 'throwback' snaps. 

Mendes was last featured on Miranda's account in October 2022 when she shared a photo of herself posing between him and musician Omar Apollo. 

Jocelyne has worked with celebrities like Justin Bieber, Hailey Bieber, Kendall Jenner and Justin Timberlake throughout her career.

She also treated Blake Griffin and was the team doctor during the Big Three Summer Basketball League. 

According to her website, she has over 20 years of medical experience. She uses 'bio-mechanical evaluation combined with Joint and Soft Tissue Manipulation techniques' for her treatments and specializes in 'Spine and Extremity Adjustments.'

Despite constant speculation, neither party has confirmed or denied that they are in a romantic relationship.

Mendes' last high-profile relationship was with Fifth Harmony alum Camila Cabello, 25.

The duo met while serving as supporting acts on singer Austin Mahone's 2014 tour. 

Having formed a close friendship during their tour stint, Mendes and Cabello went on to release the collaborative single, I Know What You Did Last Summer, in 2015.

They stayed friends for several years, denying dating rumors, until the summer of 2019, when they simultaneously dropped their second collaboration, Señorita, and confirmed their romantic relationship. 

When the COVID-19 pandemic hit in March 2020, the lovebirds hunkered down at Mendes' Florida home with his family.

It was during this time that Cabello and Mendes began showcasing more of their affection for one another online in the form of kissy selfies and gushing posts.

In December 2020, the duo gave a glimpse into their lockdown life by releasing a music video for their duet of The Christmas Song.

They filmed the entire video themselves with a camcorder as they decorated for Christmas, tended to their puppy and cuddled by the fire.

Giving fans the ultimate treat, the video concludes with the pair sharing a kiss in Mendes' personal recording studio.

But less than a year later, Cabello and Mendes would split.

The former couple then confirmed their breakup in a joint statement they posted to Instagram, which said they still love one another.

'Hey guys, we've decided to end our romantic relationship, but our love for one another as humans is stronger than ever. We started our relationship as best friends and will continue to be best friends.'