Like the phoenicians and greeks did? Was it only something that city states did?
Part of the reason may have been that their entire style of farming was based around the annual flooding of the river. If they settled somewhere else, like southern Italy, they would have no clue how to farm. It's not my specific field of expertise, but I do enjoy studying Egyptology.