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In the context of automating and scheduling data pipeline tasks in Google Cloud, consider a scenario where a company needs to process large volumes of data daily, with specific requirements for cost-efficiency, scalability, and minimal manual intervention. Given these constraints, which Google Cloud service is the BEST choice for scheduling and automating the execution of these tasks? Choose the most appropriate option.