:salam2:
I live in NY, and I go to the MADINA Store on Atlantic Ave in Brooklyn. They are a wholesale company and have all oils, lotions, perfumes, incense etc... You are sure to find it there inshallah. I frequent there all the time, mashallah.
i wish i really knew the names of the stores, but there are quite a few muslim stores in jersey city around the JFK boulevard section. insha'allah you will find what you are looking for.