Hello, my bathroom was recently renovated. They had to stud the walls, install new dry wall and tile over it.
My question is, what kind of plugs should I use to hang a wall shelf similar to the one pictured.
Photos attached for reference.

Stud wall

New dry wall

Tiled walls

Shelf I want to put up.
Thank you