Taylor Swift and Travis Kelce’s love story’s heating back up … ’cause they’re side-by-side again after weeks apart — cuddling up at her beach house.

TMZ has obtained photos from Taylor’s Rhode Island home … capturing the pair appearing just over the edge of her balcony as they soaked in the salty air coming off the Atlantic.

The pics are taken pretty far away … but, there’s Kelce, recongizable mustache and longer hair slinging his arms around Taylor as the two reunited for some much-needed time together after weeks apart.

Travis and Taylor were joined at the beach house by some friends it looks like … ’cause a couple of kiddos ran out on the balcony to hang with the superstar couple too.

Remember … the last time we saw Travis and Taylor together was in Germany after one of her shows last month — when Killa Trav wrapped an arm around her waist after one of her “Eras” tour performances.

Since then, they’ve each been pretty busy … Travis back in preseason mode with the Kansas City Chiefs and Taylor crisscrossing Europe for all her performances.

She just finished a series of eight shows at Wembley Stadium in London earlier this week … and, she’s off until early October. So expect to see a very coupled up Travis-Taylor relationship.

Plus, Tay Tay’s a big football fan now … and, the Chiefs opening game against the Baltimore Ravens kicks off Thursday, September 5.

For now, though, the two have got some time before Travis dives into another NFL season … and, looks like they’ll celebrate by diving into the ocean!