I really like Sweet Almond Soap Company! It has a nice ring to it. Though it is about the same length as what you have now, the way it flows off the tongue is much more pleasant. It also says exactly what your shop sells, but it may limit yourself to soaps. My big concern with that name is that it is directly associated with a scent. I love the scent of almonds, but for those who don't like it, your shop name may tell them something that may not be true.
A suggestion for a name: Milk and Honey Body Care. it has a nicer ring to it than what you have now, doesn't restrict you, and allows you to continue your brand fluidly.
And something that I wonder, if you focus on soaps and the likes, shouldn't that be listed before "handmade friendship bracelets" in your shop description?
Best of luck!