Integrating a Feature Store with a CI/CD pipeline for machine learning models can enhance feature reuse and consistency, and facilitate the management of feature versions. This integration involves defining feature pipelines, versioning features, and ensuring that the features are consistently available across different stages of the CI/CD pipeline. The benefits include improved collaboration, reproducibility, and efficiency in model development and deployment.