Error: KDC reply did not match expectations
Solution 1:
I have read some blogs & got to know simple mistake i was making:
Corrected command:
sudo realm join -U <username>@EXAMPLE.COM dc01.example.com -v
Using domain name in Capital letters resolved above error.