Will Gregory told KeyboardMag about one of the recoding quirks present in the song:

Sometimes I’m playing keyboards and Alison’s singing. In fact, on ‘Ooh La La’, I played this bass line while she was singing and her microphone picked up quite a lot of me clattering on the keys. We actually used that in the chorus. It sounds awfully like horses galloping."

In fact, horse imagery is common on Supernature’s imagery, being present in the “Ooh La La” music video (seen in the gif below), the album’s press photos, and in the song “Ride a White Horse” (as well as its live performances).

As well as the many remixes featured in the CD single releases, the band also has an acoustic, “hillbilly” version of the song, which they performed frequently during Seventh Tree’s promotional campaign.

Will Gregory told GoGo:

It was quite a clear choice, that one, because it was up and in your face and it carried on the theme of the glammy, disco-y beat from the last album"