This research have purpose is to Red wine quality classification for products packaging. By Using data mining technique K-Nearest Neighbor (KNN), Naïve Bayes Classifier, Rule Based Classifier, ID3 and Neural Network by measurement accuracy, precision, recall and performance overall the F-Measure for test wine quality from UCI Repository Website 1,599 data. By using Rapid Miner Training software to design, model and test systems.