Store opens when Chapter 2 in Campaign is unlocked. It is run by a differently-voiced Smartie. She sells random gears, EXP Juices and a Battle Girl Scroll. The Store resets every 9, 12, 18 and 21 GMT+8 respectively.
Seen in here.