Well, the compounds themselves are typically in solid phase. I would assume that the mix is just composed of an adequately well mixed combination of iron sulfat

Well, the compounds themselves are typically in solid phase. I would assume that the mix is just composed of an adequately well mixed combination of iron sulfate and ammonium nitrate crystals. If you make them have pretty much the same size, and sufficiently small, then you make mechanical separation unlikely/impossible.