Assuming that everything should have a reason, how would you explain the need for the universe to be so huge and have so many objects?

Your question suggests an assent to intelligent design. That being the case, the size and composition of the universe would be a by product of and demonstrate the character of that intelligent designer.

i.e God contains multitudes