No, the makeup specials are not sold out, they are not there at all - for some annoying reason my Aldi just doesn't have anything nice or interesting, just loads of fridges - the chillers/ready meals take up about a quarter of the store, they have a minimal shelf of toiletries etc, the baskets in the middle aisle are usually full of boring stuff, then there's loads of freezers.
Many times I gone there for something nice I've seen online, I don't know why I bother as they are never there! I'm only going to Aldi as there's road works by my Lidl and it is like one of the circles of hell...