The Formula 1 star is said to have a profile on the match-making site which is used by a long-list of high-profile stars.
Lewis Hamilton, 33, who recently won the Azerbaijan Grand Prix, is believed to have used the app whilst travelling.
A source told The Sun: “Lewis has been swiping a lot of socialites in London and uses it when travelling.
“He’s happy being single, but would like to find The One eventually.”
Applicants gain access to Raya after a referral from an existing user and need approval by a secret committee.
The app states: “We are an online membership-bred community for dating, networking, and making new friends.”
Other celebrities that are known to have used the app are Demi Lovato, Cara Delevingne and Kelly Osbourne.
The user’s Instagram account is linked directly to the profile and it is similar to Tinder as both parties must tap each other’s hearts for a match to be made.
The Mercedes driver was previously in a relationship with X Factor judge Nicole Scherzinger, 39, on and off for eight years before finally calling time on their romance three years ago.
Last year, Nicole appeared to make a dig at Lewis as she said the man in a relationship can tend to be “selfish”.
GETTYLewis Hamilton news: F1 star is on new dating app