Dave & Buster's restaurants feature arcade games and alcoholic beverages.
Apollo already owns Chuck E. Cheese, a pizza and entertainment restaurant that caters to kids.
The owner of Dave & Buster's wants $1 billion for the restaurant chain, the report said citing unnamed sources familiar.