Contributed to AWS-driven data access and monitoring workflows across two repositories, focusing on reliability and operational clarity. In vllm-project/aibrix, developed S3Downloader authentication with IRSA support, enabling seamless credential resolution by prioritizing IAM Roles for Service Accounts and enhancing error handling for authentication failures. This approach improved security and resilience in restricted AWS environments using Python and Boto3. In awslabs/data-on-eks, addressed a critical documentation issue by correcting the TritonServer monitoring namespace, ensuring accurate onboarding and smoother monitoring setup. Work emphasized robust DevOps practices, clear documentation in Markdown, and alignment with AWS best practices for cloud-native deployments.