The search for sustainable and low-carbon energy alternatives has accelerated as governments and industries respond to climate goals and energy security concerns. Among emerging renewable options, algae-based biofuels have attracted attention due to their high yield potential, ability to grow on non-arable land, and capacity to utilize wastewater and industrial carbon emissions. Unlike...