The gravity-driven membrane system effectively removes heavy metals like chromium, lead, and cadmium from wastewater. Adding iron improves metal removal, while manganese can reduce it. A layer of biocake plays a key role in removing heavy metals. High iron levels increase microbial diversity and metal removal, but manganese decreases both. These findings can help improve heavy metal removal in wastewater treatment.