A company is migrating its on-premises data warehouse to Google Cloud and needs to ensure that data is continuously loaded from on-premises to the cloud storage system. The data will be transformed and eventually loaded into BigQuery. Which Google Cloud tool is best suited for managing and automating this ETL pipeline?