Could it be that the reason that we know less or little about some historical civilizations is general lack of interest or lack of archeological funding or resources for historical research?
"Resources" in meaning that governments or institutions are just uninterested to provide money, funding or resources for historians, archeologists and anthropologists who conduct research about said historical civilizations