Now they say on the back only, supposedly there's some statistical correlation with SIDS is what I have heard.
But my babies insisted on sleeping kind of part way on their sides, with one knee drawn up and the other kind of trailing behind. You could put them on their tummies and then find them shortly afterwards sprawled to one side. So who knows?