Strong hands-on experience with Google Cloud Platform (GCP) data services (e.g., BigQuery, Dataflow, Cloud Storage, DataStream, AlloyDB/CloudSQL) Expert-level SQL proficiency Significant experience with data modeling tools like dbt Hands-on experience with streaming platforms (Kafka, Kafka Connect) Understanding of Change Data Capture (CDC) tools (Debezium or similar) Proven experience building dimensional models (fact/dimension tables) Practical experience implementing data governance measures Experience with implementing automated data quality monitoring Experience setting up data observability Experience optimizing data warehouse performance