Two men on stilts and a woman twirling a ribbon, lead a festive parade along the streets, while a woman looks on from her window.
Three people are on a parade float.
Three people in a parade does not imply they are on a parade float.
The three people do not have to be on a float to be in a parade.
Although the people are in a parade, they may not be specifically on a float.