A private key is a string of data (letters and numbers) that shows that you have access to Bitcoins in a specific wallet. Think of a private key like a password; private keys should not be shared with others as they allow you to spend Bitcoins from your Bitcoin wallet through a cryptographic signature. It is similar to your password when online banking.