Forecasting customers’ buying behavior is a strategy that has remained very essential for companies that want to remain relevant in the market and has always been a critical focus for businesses. When it comes to using machine learning techniques to analyze consumers’ behaviors in a country that is widely considered to be in the midst of constant market change such as Israel, there are certain advantages and some distinctive challenges.