Distinct metabolic signatures of ploidy and cold storage in blueberry fruit revealed by integrative metabolomics and machine learning

•Cold storage and ploidy shape the blueberry metabolome independently.•Sugar shifts during storage: more fructose, less glucose, stable total sugar.•Terpenoids are strong predictors of sugar-related quality traits.•Flavonoid biosynthesis is the top pathway affected by cold storage.