Are you allowed to throw birthday parties there?? And is it usually first come first serve with the gazebo?

Yes I see people have birthday parties very often. You may want to get there early on a Saturday or Sunday to set up and claim your spot.

Yeah .get there early

You should check with the City of Carlsbad Parks & Rec Dept. regarding the gazebo because there are ways to reserve other areas at Carlsbad parks