How were the East African Swahili city-state different from an empire?

The East African Swahili city-states were independent urban centers along the coast engaged in trade, while an empire is a large political unit ruled by a single authority with control over vast territories and diverse peoples. City-states had smaller territories and were not as centralized as empires, which had more complex political structures and bureaucracies.