Lavender soap is usually a specialty soap, so unless a major brand uses it to scent soap, it's less likely to be in the supermarket. Places to look for lavender soap include: Health food stores, Whole Foods Market, local artisan markets, online stores (including Etsy, eBay, etc.), specialty soap retailers, outlet stores that sell cosmetic products, etc.