This study investigates sentiment in user reviews of the Zalora Android application on Google Play using a hybrid approach that fine-tunes IndoBERT and integrates a TF-IDF Logistic Regression ensemble with inference-time adjustments. A corpus of 29,066 reviews was preprocessed and split with a stratified hold-out; class imbalance was handled on the training partition. The pipeline applies proba…