This dataset supports the research published in: Hansadi Jayamaha et al. (2026). A Multiscale mechanistic framework for polydopamine dyeing in ultrablack wool textiles. Advanced Science. This work uncovers the critical missing components for producing ultrablack textiles by studying the multiscale structure-property relationships spanning molecular chemistry, nano to microscale assembly, and fabric level correlations.