This final project examines the 2025 Spotify Churn dataset from Kaggle. The analysis focuses on understanding user churn patterns by comparing subscription types, listening behavior, and ad exposure among free users. The report includes data preprocessing, exploratory analysis, and three visualizations highlighting key behavioral trends that influence churn likelihood.