As Trains Go By is the first track on Judith Hill's debut album Back In Time, which was first made available as a free download on 23 March, 2015. No writing credits were given for the track initially, but it is written by Judith Hill. Prince appears as a producer and musician on the track.
While specific recording dates are not known, it is assumed to have been recorded in January, 2015, at Paisley Park Studios, Chanhassen, MN, USA. The track uses a horn line borrowed from Xpand during the horn section.
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