The differences in reward is already explained, so I just want to add on this:
Remember that this particular collaboration didn't happen on DMM. This is a Nutaku-original. Hence it ought to follow the same basic idea as previous Nutaku-original crossovers.
The next collab on DMM (and thus, working similarly to the Koihime Musou collab) happened last May. It was with Valkyrie Romance.