Model Deployment Preparation

Let’s say we’ve built a churn prediction model for a subscription service using user behavior data from the past 12 months, and now we want to deploy it to production and also apply it to a new user segment that wasn’t in our original training data.

How would you approach preparing the model for deployment and ensuring it generalizes well to the new dataset?