Modern Stack Mastery: Deep, hands-on proficiency with a wide range of data and engineering technologies and patterns such as Snowflake, dbt, Liquibase, Fivetran, Airflow, OpenMetadata, Kafka, SQL, Python, Kafka, streaming/event driven architectures, CDC (Change Data Capture), and real-time data processing. You have built production-grade ELT/ETL pipelines and managed complex data transformations in cloud-first environments.