Demonstrated experience with primary AWS services such as EC2, Lambda, EMR, S3, IAM policies, Cloudwatch, Cloud Formation, SES  Demonstrated experience with Cloud Services for data handling and database technologies (DMS, Kafka, Spark, Redshift, Athena, Hadoop, Airflow, etc