The main agricultural focus of the Sugar Festival in Louisiana is the celebration of the sugarcane harvest. The festival features activities such as sugar tastings, cooking demonstrations, and live music. It highlights the importance of sugarcane in the local economy and culture, while promoting awareness of traditional farming practices. The festival not only honors the labor involved in sugar production but also brings communities together to celebrate their agricultural heritage.