What is data leakage in feature engineering, and how do you prevent it? Describe specific scenarios where leakage commonly occurs.

Sample answer preview

Data leakage occurs when information from outside the training data is used to create the model, leading to overly optimistic performance estimates that do not generalize to real-world deployment.