Harry Styles and Zoë Kravitz are sparking romance rumors … after being spotted walking arm in arm through the streets of Italy, and it’s taking the internet by storm.

The duo was seen strolling together Sunday … Harry is rocking a Canadian tuxedo — denim jacket, jeans and a fresh pair of shades — while Zoë stuns in a slick white dress, black ballcap and matching black flats.

With their backs to the camera, it’s tough to gauge their exact reactions during the convo … but clearly they’re enjoying each other’s company.

We did some digging … turns out Harry follows Zoë on IG, but she doesn’t follow him back. So if this is the start of something new, they’re still a long way from being Instagram official.

Kravitz has recently been on a press tour for her new film, “Caught Stealing,” alongside Austin Butler … and while fans speculated the two might be more than co-stars, sources tell us they’re just friends.

As for Harry … he hasn’t been linked to anyone lately — he reportedly split with actress Taylor Russell in May 2024, and was dating Olivia Wilde for two years before that.