Developed and delivered an S3 offload feature for Metaflow workflows in the netflix/metaflow repository, addressing AWS Batch command size limitations when using AWS Step Functions. The solution enabled long-running or large commands to be uploaded to S3, allowing Step Functions to reference these commands directly and bypass inherent size constraints. This integration with AWS Batch and Step Functions improved the scalability and reliability of complex Metaflow pipelines. The work involved leveraging AWS services, cloud computing principles, and Python to ensure seamless command offloading, ultimately supporting larger and more robust workflow orchestration without being hindered by command payload restrictions.