> Slavery in developing nations is usually managed by an imperial colonizer.

Please, read this wiki article: https://en.wikipedia.org/wiki/History_of_slavery

Slavery was not invented by "colonizers". There are plenty of examples of slavery, where no conquest had happened at all, e.g., peonage.