The big win is simply keeping secrets out of source code, out of an general engineer's copy/paste buffer, and with errors not going to a logging platform with single factor access. Your likelihood of a short term incident decreases dramatically. Especially if those secrets have well segmented access, (IE, not a single AWS key with `AdministratorAccess` everywhere).