Developed and delivered real-time collaboration capabilities for SageMaker by enabling the JupyterLab docprovider extension within the aws/sagemaker-distribution repository. Focused on enhancing the reliability and user experience of collaborative data science workflows, the work involved addressing critical issues in JupyterLab’s Real Time Collaboration for SMD v3.0.0 and above. Leveraged expertise in cloud computing, DevOps, and Jupyter to integrate and stabilize these features, using Shell scripting to support deployment and configuration. The resulting improvements reduced coordination overhead and accelerated review cycles, providing tangible business value for teams working on shared SageMaker workloads in cloud-based environments.