Practically speaking, with my very little ones, I use a very thin Haggadah with simply the text. I’ve even seen some that are laminated (makes sense with the Yayin, Charoset, etc…).
Once the little ones are in bed, the Haggadah Migdal Eder (with 119 Peirushim) is brought out.