This review explains how leftover materials from oilseed processing, which are usually discarded as waste, contain valuable nutrients and healing compounds. These by-products can be used to make healthier foods like bread, burgers, and drinks, or turned into supplements and medicines. By using these materials instead of wasting them, we can reduce environmental problems, provide better nutrition, and create sustainable food products that help prevent diseases like diabetes and heart problems.