Lots of advice in these threads and no one has mentioned anchoring yet so I'll staple it here; if you're a big company who can afford an HSM and the overhead of the key ceremony stuff to manage it (managed stuff like AWS cloud HSM simplifies this a fair bit) a great option is using an HSM as an anchored one-way function.

For whatever reason this seems to be seldom discussed but the general idea is as follows in hand-wavey fashion:

Set up HSM with a non-exportable symmetric key, set key usages to "encrypt only" and as one step of the hashing scheme you use, encrypt your hash through the HSM. Protected HMAC key would work too.

The result is that an attacker who compromises your password db cannot perform offline attacks on your passwords anymore - they now need to do key extraction on your HSM or remain in your infrastructure and keep running guesses through the HSM where it is relatively easy to monitor what is going on and they can't do a bajillion operations per second anymore.

Wish everyone running large user dbs like yahoo or linkedin etc applied anchoring to their password hashing - it's a relatively simple measure for an org "at scale" to make hash dumps alone useless.

Fair warning, mine isn't advice, just a comment about a technique that requires experienced cryptographers to use. I wouldn't attempt to use it myself :)