Thank you Jody, Justin, Lars, Krishna for the help!
Unfortunately SCN allowed me to mark only one Correct answer!
Never stuck me that adding a Join/Calculation on the Calculation View will make Variable filter not to be pushed down underlying Analytical Views.
Thanks and Regards,
Ram