Private Key, known only to the owner of the Bitcoin address. private key functions as a PIN number in a Bank account. Broadly speaking, Private Key is as a key security of bitcoin users.
If this Private Key is known by others, then your bitcoin balance will be stolen by others. so, be smart in keeping your private key.

Wallet Address, it's an address of your wallet or the address where you can receive and send bitcoin to the other.