Taylor Swift and DJ boyfriend Calvin Harris walked hand-in-hand during their recent date night in New York City, seemingly totally oblivious to the cheating rumors that seemed to be put their budding relationship in peril just days before.

HollywoodLife reports that as cameras rolled the apparent lovebirds strutted out of Swift's Manhattan apartment and into the wonder of the night on Tuesday.

Later that night, the two were seen dining at upscale eatery L'Asso in the Little Italy neighborhood before heading back to Swift's abode. It marked quite an end to an evening that has been part of a chaotic week for the high-powered couple.

Earlier this week, RadarOnline reported 31-year-old Harris was recently seen leaving a Las Vegas pool party with a "beautiful brunette," prompting the "Shake It Off" singer to confront him about the mystery woman and the issue of if he has truly put his one-time playboy lifestyle behind him.

Both Swift and Harris have a reputation of dating high-profile celebs, with the 25-year-old "Style" singer having gone out with John Mayer, Jake Gyllenhaal, Harry Styles, Corey Monteith and Joe Jonas. Swift and Harris are rumored to have started dating while he still had a girlfriend.

Harris previously dated Rita Ora.

But HollywoodLife adds as smooth as things appeared to be going for the couple on date night, they may soon find themselves facing yet another test in their relationship. Swift is set to soon embark on her "1989 World Tour," which could have her traveling for weeks on end.

Harris reportedly plans to be there for us much of it as he can be.

"As much as Calvin is busy with his own career, he has major leeway because he usually performs on the weekends, which allows him to travel a lot," a source told the website. "And he intends to do that in order to be with Taylor as much as possible."