1.Translate business requirements into scalable, maintainable, and secure technical designs across DataStage, SnapLogic, AWS, Python, and Snowflake ecosystems. 3.Implement AWS services (Lambda, S3, SNS, SQS, IAM, CloudWatch,Cloudformation, EventBridge) as part of cloud-native data pipelines.