It was written by Florrie, Miranda Cooper, Brian Higgins, Toby Scott, Paul Harris, Wayne Hector, and Uzo Emenike, and released on 6 March 2015 through Sony Music on iTunes.

In early 2015, the singer announced a follow-up single to "Little White Lies", which would be entitled "Too Young to Remember", and released in March 2015.

Previous to the single's release, in late 2014, an album sampler of Florrie's debut album began circulating on the web, which included "Too Young to Remember", "Turn the World Upside Down", "Galaxies", "Looking for Love In the Wrong Place", "Little White Lies" and the 2013 single "Live a Little".

[4] However, the album was ultimately shelved, and the unreleased tracks remained the same way, without future plans to be published.

The instrumentation incorporates drums, claps and guitars, and the chorus is sung by Florrie and several background voices.