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Use Dataflow Runner v2  |  Google Cloud

https://cloud.google.com/dataflow/docs/runner-v2

“When you use Dataflow to run your pipeline, the Dataflow runner uploads your pipeline code and dependencies to a Cloud Storage bucket and creates a Dataflow job. This Dataflow job runs your pipeline on managed resources in Google Cloud. For batch pipelines that use the Apache Beam Java SDK versions...” (from the page’s text)

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