higher difficulties give more coins/survival coins/cultivation runes every time.

there are different ninja frag drops in each, though the differences are slight and most of it overlaps to the point you wont notice it without actually trying to figure it out.

no1 has done the research as far as I know to conclusively point to a higher drop rate for the same items.