Cloud Dataproc offers a Hadoop cluster on GCP and access to Apache Hadoop ecosystem tools (Apache Pig, Hive, and Spark). Cloud Dataflow gives you space to execute Apache Beam-based tasks on GCP without having to deal with typical components of running jobs.