In recent years, the extraction of natural dyes has seen significant advancements, with researchers developing innovative methods to improve yield, efficiency, and environmental impact. These novel techniques have been explored and refined to address the limitations of traditional extraction processes, such as low yield, high energy consumption, and the use of toxic solvents.