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A novice data scientist has recently joined an ongoing machine learning project. The project operates as a daily retraining scheduled job, housed in a Databricks Repository. The scientist's task is to enhance the feature engineering of the pipeline's preprocessing phase. They aim to amend the code in a way that will seamlessly integrate into the project without altering the daily operations. Which strategy should the data scientist adopt to successfully execute this task? Choose only ONE best answer.