Baby Shower on a Budget - I Need Your Help

I'm helping to throw one of my best friend's baby shower on the end of May. We want this baby shower to be beautiful and special for our friend, but we are definitely on a budget.

I would love if you could comment with ideas you have seen or used to make a shower gorgeous and fun without breaking the bank. We are open to any and all great ideas!