I only started the game for the collab and already finished the 1600 eggs yesterday. Personally, I would have been ready to do way more for a 5*(+?) ticket, so I can't rly complain about it.
I'd assume its merely luck. I'd say the only thing that effects it are the stage of the event and items, but I think items only raise the chance for eggs to drop, not the eggs per drop.