If you're feeling a little adventurous I recommend using Joe's great wall hiking tour. We literally saw no one else and were hiking on parts of the great wall that were crumbling. It was a great adventure.

Here is his trip advisor link:
https://www.tripadvisor.com/Attracti...r-Beijing.html