There are 2 spaces located right outside of the Palace - 1 on Clinton Ave and One on Pearl Street. If those spaces fill up, you are always welcome to drop your party off at the front doors before going to park.
I agree with Fred. You will encounter minor upward hills. The best thing to do is, drop off,, park and enjoy the show.
A long way at the parking garage.
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