“They were caught up in the island allure.

Caught by paparazzi lenses, Taylor Swift and Travis Kelce shared a passionate moment amidst their idyllic getaway on the Bahamas’ Harbour Island.

Whispers suggest their romance has deepened since last summer, with their affectionate embrace painting a picture of undeniable love as they immersed themselves in the sparkling waters, entwined in each other’s arms.”

Swift nursed a tropical drink in her hand as she chatted with the NFL star.Mega/BackGrid

Kelce relaxed in the surf.Mega/BackGrid

They appeared to be in their own world.Mega/BackGrid

After adjusting to the temperature, the “Cruel Summer” singer and the Kansas City Chiefs star, both 34, sat down in the shallow water as they snuggled.

As they settled into the ocean waves, Swift leaned down to kiss the NFL player, who held her close.

Swift, who held a beverage in one hand, wore a cheeky, yellow bikini by Montce (top $143, bottom $94) and black sunglasses. She tied her hair back in a braid and seemingly went makeup-free for the PDA-packed beach day.

The “Cruel Summer” songstress rocked a striped yellow Montce bikini.Mega/BackGrid

The tight end, for his part, chose a pair of patterned blue swim trunks.Mega/BackGrid

They kept their hands intertwined even when making their way out of the water.Mega/BackGrid

Kelce, for his part, opted for a pair of blue patterned swim trunks.

Once the sun-kissed couple, both 33, made their way back to shore, they dried themselves off — and shared a few more kisses — before laying out to catch some rays.

At one point, the NFL star was seen helping his leading lady reapply sunscreen as she tanned her backside.