2 years of experience with AWS services such as S3, Lambda, EC2, IAM, CloudWatch, and Glue; strong understanding of cloud architecture and data movement. +2 years of experience with Snowflake (core architecture, SQL, data modeling, data loading, transformations; security/roles a plus).