Re pepper: It's a STRONG password. It turns '12345' into 64 random characters + '12345'. Meaning that you can't brute force against a dictionary, unless you have that pepper value. Which is only stored on the production system. This turns a well-known attack vector of "developer loses a data dump" into something that won't expose passwords.
Re hash: yeah, use a strong hash function. Never advocated otherwise.
Defense in depth is awesome, and not to be ignored. Just like we secure the database with a password, in addition to securing the server (with ssh keys), in addition to keeping software up to date, in addition to rate-limiting online password attempts, in addition to... well, you get the idea. Protect at every level. Make the attacker work as hard as possible.