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Novel aquaculture feeds are rapidly developing, but their contributions to sustainable industry growth are unknown. Cottrell et al. model feed efficiency and fatty acid profiles, showing that replacing forage fish with novel feed ingredients could strengthen aquaculture’s role in global food security.