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