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All Dataproc clusters come with the BigQuery connector for Hadoop built in. This means you can quickly read and write BigQuery data to and from Dataproc.
Use Spark
See Using the BigQuery Connector with Spark for an example on using Spark with the BigQuery connector for Hadoop. This example should work for Dataproc clusters.
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