It samples the melody of the disco song "You Make Me Feel (Mighty Real)", originally performed by Sylvester.

The song's music video, directed by Andy Soup, was filmed in London, England, and features Minogue in a multi-coloured studio surrounded by a starry background and four dancers.

[5] Minogue has cited "You Make Me Feel (Mighty Real)" as one of her favourite disco songs and compared recording "Touch Me Like That" to the "best chocolate cake you ever ate".

[6] In a review for Digital Spy, Nick Levine described the song as a "sticky, sweaty club banger" that will guarantee that "Team Minogue’s winning streak continues".

[8] Alex Needham of The Guardian was not impressed with the track, describing it as "dodgy hi-NRG so low rent it makes Rhydian look like Lou Reed - and not in a good way, either".

Minogue, wearing a short white dress and a curly hairdo, is then shown in a room of mirrors and on a suspended dance floor.

The final sequence of the video features Minogue in a red dress, surrounded by a spinning cage in a digital room.

[5] The video shoot marked the first time Minogue and Nevins had met in person, as previous communication had been through record label representatives and e-mail.