(Some of0 what I use is:
for babies: the "Tous les..." collection by Bisinski and Sanders, and really any book by Pierrick Bisinski. These are two words per page, strong cardboard books.
Petit Ours Brun - much loved, had it as a child, hundreds of stories in 8 pages, very cute and about two short lines per page. Available on cardboard but mainly paper. From age 2 or so.
And: L'Ane Trotro, cheeky funny character! On cardboard or paper,
Books with CD:
Mon Imagier des Amusettes (16 songs with actions)
Mon Imagier des Rondes (16 songs with actions)
for young children
Petites Chansons pour Tous les Jours (64 songs, 30 on CD) very well-known traditional songs, some medieval, love them!!!! but a bit more tricky linguistically.
Videos: Petit Ours Brun and Trotro are on Youtube, along with millions of other videos of course...
Have fun! Good reading/singing!