Blending 2 different families in one home is a common occurrence. More separation and divorce means more couples like you getting together when you already have children.
You love each other, the kids all get along, it will save you money and you want to be together. The more the merrier right?
As part of your plan you should consider discussing and documenting your intentions in a Dispute Prevention Document (DPD).