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A company collects large volumes of semi-structured data from multiple sources and needs to clean and normalize the data before analysis in BigQuery. The data arrives at irregular intervals throughout the day and is stored in Cloud Storage before being processed. The company wants to automate data transformation while ensuring scalability and cost-efficiency. What should they do?