Batik cloth is one of Indonesia's most valuable cultural heritages and has been recognized by UNESCO as one of the world heritages. Many Indonesian people do not know the batik motifs of each region. Banyuwangi itself has more than 10 batik motifs, among the most famous Banyuwangi batik motifs is the Gajah Oling motif. The Banyuwangi batik motif classification system is a system built using the Python library with Python programming language. This system can recognize 7 types of Banyuwangi batik motifs, including Gajah Oling, Gedegan, Coffee Pecah, Moto Pitik, Kutah Rice, Paras Earthy and Sisikan. This system uses the convolutional neural network method and for evaluation, the confusion matrix method is used to measure the accuracy value. The research uses a CNN model with an architecture named MyCustomModel. The data used in this study were 120 images for each batik motif and the prediction results get an accuracy value of 63%.