The colorful clip, released Monday, features the all-star music lineup performing the summertime jam while relaxing on a dream-like tropical island filled with sandy beaches and palm trees.
"Don't be afraid to catch feels," Perry sings in the chorus as is she is seen laying down in a field of sunflowers.
"Feels" is set to appear on Harris' upcoming fifth studio album Funk Wav Bounces Vol. 1 which arrives June 30. The album will also include the tracks "Heatstroke featuring Young Thug, Pharrell and Ariana Grande. along with "Slide" featuring Frank Ocean and Migos.