6-8 years+ experience on data warehouse experiences – hands on knowledge with the methods to identify, collect, manipulate, transform, normalize, clean, and validate data, star schema, normalization / denormalization, dimensions, aggregations etc., 6-8 years+ experience working in reporting and analytics environments – development, data profiling, metric development, CICD, production deployment, troubleshooting, query tuning, Atlassian Bitbucket and Bamboo, etc., 6 years+ on Python – advanced Python expertise. Hands on experience on AWS on Lambda, S3, SNS / SQS, EC2 is a bare minimum, 6 years+ on any ETL / ELT tool – Informatica, Fivetran, DBT, Airflow etc.