As part of your role, you need to integrate predictive analytics into a report for a manufacturing company. The goal is to forecast future demand for their products based on historical sales data and external factors like economic indicators and seasonal trends. Describe how you would set up a predictive model using Azure Machine Learning in Microsoft Fabric, including the type of model you would choose and the data preprocessing steps necessary.