Atherton began modelling as a teenager, appearing in Love magazine, i-D magazine and Tatler. She coded as a child and set up various businesses before founding cult e-commerce company My Flash Trash when she was 17. She sold My Flash Trash in 2016 for an estimated £2 million.
Atherton was featured in Forbes 30 under 30, Europe: Retail & E-Commerce in 2016.