TensorFlow integrates seamlessly with cloud platforms like AWS, Google Cloud, and Azure, allowing for efficient model training, deployment, and scaling. TensorFlow Extended (TFX) offers tools for managing machine learning pipelines, ensuring reliable deployment in production environments.