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The aim of this Reprint is to immerse the reader in the latest cutting-edge approaches for quantifying forest biomass components. This Reprint presents 13 studies advancing forest biomass estimation through methodological innovations, technological integration, and management strategies. The research highlights multi-scale data fusion for precise carbon accounting and sustainable forestry practices. These contributions provide actionable insights for achieving UN Sustainable Development Goals 13 (Climate Action) and 15 (Life on Land) through precision forestry.