also, i cant even imagining them opening up a second runway just for the 1 departure
Exactly! They don't open up 23L just for one aircraft.
When it is dual runway ops, and EGCC is on westerlies, then 23L is the departure runway. But when on single runway ops, 23R is the normal runway of use for both departures and arrivals.