Lindsay Lohan A little rain can't deter Lindsay Lohan from shopping!

We spotted Lindsay last night wading through the puddles with a shopping bag from Avakian, a high-end jewelry store.

Perhaps their relationship is stronger than all the rumors imply...or maybe Lindz just bought herself a trinket to cheer her up!