How long can I politely stay at a coffee shop once I've ordered something?

My thoughts are if the shop gets busy then I will order something else so that they are not losing out on business, but if it isn't then I would sit there as long as I wanted. I would also say something to the management about how long is it okay to stay with out causing a problem. Some places don't care, because that is why people come there to begin with.