Bagasse, a byproduct of the regional sugarcane industry, is used to cut waste and lessen the environmental effect of acquiring raw materials. This approach reduces dependency on virgin raw materials and aligns with environmental aims by using an agricultural waste product, which helps to make the furfural extraction process more sustainable overall. This sustainable approach reduces the environmental impact of furfural production while providing an eco-friendly alternative to standard raw material sourcing.