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In the context of preparing a large dataset for machine learning, you are tasked with selecting the most efficient Google Cloud service that not only allows for the cleaning and preprocessing of data but also supports complex transformations and validations. The solution must be cost-effective, scalable, and fully managed to reduce operational overhead. Which of the following services best meets these requirements? (Choose one correct option)