We have two words for deity: “Elah” (often in polytheistic contexts), and “Allah” (in the Abrahamic monotheistic sense)

Both words mean “god”. The word Allah is more specific in that it implies monotheism. It has no plural form. Semantically it means “the one true deity”.

tl;dr Elah means god, Allah means God