Once you have prepared your data, SageMaker Data Wrangler provides different options for promoting your SageMaker Data Wrangler flow to production and integrates seamlessly with MLOps and CI/CD capabilities. You can configure and launch SageMaker processing jobs directly from the SageMaker Data Wrangler UI, including scheduling your data processing job and parameterizing your data sources to easily transform new batches of data at scale. Alternatively, SageMaker Data Wrangler integrates seamlessly with SageMaker processing and the SageMaker Spark container, allowing you to easily use SageMaker SDKs to integrate SageMaker Data Wrangler into your production workflow.