How to Stop Commands from Appearing in Bash History

I usually don't want my secrets to show up in my bash history in the $HOME/.bash_history file. Long ago, folks told me that using a trailing space will solve this issue, but it didn't. Apparently, there's some extra stuff to do Just do HISTCONTROL=ig...