If you're looking for niche, Le Labo is just the thing. The perfume bottles and labels are designed to look like pharmacy bottles, and the shops feel more like a hipster cocktail bar than a perfume shop. Bottles come in over the £100 mark, but once you've found one you love, it'll be hard to resist.