I have exhausted all the options (to the best of my knowledge) and there are still 2 seconds of server waiting time.
I have upgraded to the latest version of Joomla, jch optimize pro, jotcache, gzip, etc.
We are using a VPS with decent configurations.
Any clues will be helpful to find out the root cause.