Actually:
Spoiler for Manga Spoiler:
Erza does store all her weapons/armor in the Fairy Tail dorms, she bought out multiple rooms in order to store her armory, she uses her magic to summon them from there.
Erza's armory is huge, it could probably equip a battalion of soldiers.