The incident took place on Sunday just before 2:30 in the afternoon in Tesco car park.
The woman became involved in an altercation with a 41 year old man who was sitting in his car.
He was arrested in connection with the incident and was released on conditional bail after being interviewed.
Any witnesses or anyone with dashcam footage of this incident are urged to contact police on 101.