You are tasked with training an image classification model using TensorFlow. The dataset at your disposal is stored in a Cloud Storage directory and consists of millions of labeled images. Prior to commencing model training, data preparation is crucial. Your goal is to ensure that the entire data preprocessing and model training workflow is efficient, scalable, and requires minimal maintenance. Given these requirements, which approach should you take?