The festival that involves a large river parade in New Orleans, USA, is the Mardi Gras festival. Celebrated with vibrant floats and elaborate masks, the event showcases cultural heritage through music, dance, and delicious food. The parade is a highlight, featuring themed floats and lively participants, contributing to the festive atmosphere that characterizes this renowned celebration.