Snowflake, BigQuery, Synapse, RedShift, etc Experience with message queuing, stream processing, and highly scalable ‘big data’ data stores (Kafka, PubSub) Experience building data pipelines on modern public cloud services like Snowflake, AWS, GCP, or Azure Create supporting documentation, such as metadata and diagrams of entity relationships, business processes, and process flow