* When Peter tells Lois that he will change out of his fishing gear, and he runs to Cleveland's house to tell him to quickly jump in Joe's fishing truck, Cleveland's house was yellow, but really, his house is purple.
* When Brian and Lois are sitting on the dock at the end of the episode, the sun is setting over the Atlantic Ocean instead of properly setting behind them.
* Near the end of "All I Need is the Boy", there is a brown house where Quagmire's house is supposed to be. Just as Herbert finishes singing and enters the Griffin home, the correct blue house then appears.