Nature Water, Published online: 31 August 2026; doi:10.1038/s44221-026-00703-z A heterogeneous wetting membrane integrated with bidirectional gradient contraction channels enables the synchronous and continuous separation and parallel processing of opposing oil-in-water and water-in-oil emulsions with over 99.9% efficiency while delivering enhanced anti-fouling performance and long-term operational stability.