Biodiesel production, a crucial step towards sustainable fuel sources, needs constant improvement to maximize efficiency and yield. One critical aspect of this optimization is the choice of optimal feedstocks. Different oil sources, such as vegetable oils or animal fats, possess distinct characteristics that can impact biodiesel quality and product