Should we use drupal_exit() after drupal_goto()?
Will the code after drupal_goto() execute ?


No - the last line of drupal_goto() is:

drupal_exit($url);


So the script will already have terminated without returning, and no subsequent code will execute.

You can safely ignore that recommendation.