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Google Cloud Certified Associate Data Practitioner · Google Cloud
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The best fully managed solution for scheduling and automating complex data pipelines is C. Use Cloud Composer with DAGs and appropriate operators. Cloud Composer, being a fully managed Apache Airflow service, is specifically designed for orchestrating complex workflows with dependencies and offers built-in operators to connect to Cloud Storage, Spark (via Dataproc), and BigQuery. Option D (Airflow on GKE) is not fully managed and adds operational overhead. Options A (Cloud Scheduler) and B (Cloud Tasks) are not designed for complex workflow orchestration and dependency management. Therefore, Option C is the optimal choice for a fully managed, robust, and feature-rich solution for data pipeline orchestration.