Hello, @andyhuangx
1) Tell me is problem with COLOR AND LABEL VARIATIONS plugin solved? Because if you did not use global attributes then I suppose you don’t get the necessary result even with the default theme, don’t you?
2) WP user that you created does not have admin permissions and I can’t check backend settings to give you solution about products per page issue.
3) Do you use cache plugin?
Regards