Nb–Ta mineralization associated with metaluminous-weakly peraluminous (MWP) magmatic systems has gained increasing attention in recent years, particularly with the recognition of several major Nb–Ta deposits in China originating from MWP granites. Columbite-group minerals (CGMs), the key ore minerals for Nb–Ta, serve as crucial indicators for understanding the mechanisms underlying this mineralization. This study presents a comprehensive analysis of major and trace elements, and Hf isotopes, of CGMs from seven Nb–Ta deposits in China related to MWP systems. We compared these CGMs with those from deposits associated with strongly peraluminous (SP) magmatic systems to uncover the distinctions in their mineralization processes. Statistical analyses, including elemental plots and multivariate statistics with partial least square-discriminant analysis, revealed significant variations in CGMs between the MWP system and the SP system. The earliest crystallized CGMs from MWP systems exhibit higher Nb2O5 contents resulting from the higher Nb concentration in the initial magma, and therefore do not need to undergo as high a degree of fractional crystallization as those in SP systems do. Additional geochemical markers, such as higher Sc, total REE and Y contents, and Th/U atomic ratios, as well as lower Li contents and Y/Ho atomic ratios, further differentiate MWP magma sources. As magma evolves, the Zr/Hf atomic ratios and total REE contents decrease with increasing Ta/(Nb + Ta) atomic ratios. Additionally, the influence of melt-crystal-fluid interactions on REE characteristics in late-stage CGMs cannot be ignored. The Hf isotopic compositions of CGMs indicate that the Nb–Ta mineralization in South China during the Early Cretaceous (∼140–120 Ma), associated with MWP systems, is attributed to contributions from a deep material source within an extensional tectonic setting. The differences in chemical compositions, U–Pb ages, and Hf isotopes of CGMs between the two systems offer valuable insights for heavy mineral prospecting to locate Nb–Ta deposits related to MWP granites in regional exploration.

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