The song includes the vocals of Carl Wilson, Mike Love, Al Jardine, and Bruce Johnston. The only then-active Beach Boys member not included in the recording was Brian Wilson. The main recording was done at Al Jardine's Red Barn Studios in Big Sur, Calif. The guitars, bass & solo were played by Los Angeles studio musician, Craig Trippan Fall. The programming, including drums/keyboards were done by Keith Wechsler, who also was the engineer on the Still Cruisin' album, and the Summer in Paradise album.

VH-1 participated in the development of the promotional video for "Still Cruisin'" to help promote a Chevrolet Corvette giveaway for their then-young cable channel. The video included four members of the Beach Boys singing the song at a concert with cutaways to several versions of the Corvette. Although Brian Wilson did not participate in the recording of "Still Crusin'", he did make a brief cameo appearance in the video: driving in his Corvette in silhouette during part of the intro, and during the lyrics "...paradise by the sea...", Brian is sitting on the oceanside and turns to the camera. These shots, alongside additional shots of Brian in his house playing the keyboard, were also intended to be part of a music video for "In My Car", also from the same album and also intended for Chevrolet promotion,^{[citation needed]} which was ultimately scrapped for "Still Cruisin'".

The Beach Boys

• Mike Love – vocals
• Al Jardine – vocals
• Carl Wilson – vocals
• Bruce Johnston – vocals

Additional musicians

• Craig Trippan Fall – guitars, bass guitar
• Keith Wechsler – drums, keyboards

During the Beach Boys 50th Anniversary Reunion Tour Al Jardine took over on Carl Wilson's original "When We Go Cruisin'.." line.