Tutorials

Apache Hadoop

• Write a MapReduce job with the BigQuery connector

  Follow example code that shows you how to write a MapReduce Job with the BigQuery connector for Apache Hadoop.

Apache Hive

• Use Apache Hive on Dataproc

  Learn how to deploy Apache Hive workloads efficiently on Dataproc.

Apache Spark

• Monte Carlo methods using Dataproc and Apache Spark

  Run Monte Carlo simulations in Python and Scala with Dataproc and Apache Spark.

• Use BigQuery and Spark ML for machine learning

  Use Dataproc, BigQuery, and Apache Spark ML for machine learning.

• Use the BigQuery connector with Apache Spark

  Follow example code that uses the BigQuery connector for Apache Hadoop with Apache Spark.

• Use the Cloud Storage connector with Apache Spark

  Follow example code that uses the Cloud Storage connector for Apache Hadoop with Apache Spark.

• Write and run Spark Scala jobs

  Create and submit Spark Scala jobs with Dataproc.

Connectors

• Use the BigQuery connector with Apache Spark

  Follow example code that uses the BigQuery connector for Apache Hadoop with Apache Spark.

• Use the Cloud Storage connector with Apache Spark

  Follow example code that uses the Cloud Storage connector for Apache Hadoop with Apache Spark.

• Write a MapReduce job with the BigQuery connector

  Follow example code that shows you how to write a MapReduce Job with the BigQuery connector for Apache Hadoop.

Languages

• Configure Dataproc Python environment

  Configure Python to run PySpark jobs on your Dataproc cluster.

• Use the Cloud Client Libraries for Python

  Use Cloud Client Libraries for Python APIs to programmatically interact with Dataproc.

• Write and run Spark Scala jobs

  Create and submit Spark Scala jobs with Dataproc.

Notebooks

• Dataproc Hub overview

  Understand Dataproc Hub basics.

• Configure a Dataproc Hub

  Configure Dataproc Hub to open the JupyterLab UI on single-user Dataproc clusters.

• Use a Dataproc Hub

  Use a Dataproc Hub instance to open the JupyterLab UI on a single-user Dataproc cluster.

• Install and run a Jupyter notebook

  Install, run, and access a Jupyter notebook on a Dataproc cluster.

• Run Vertex AI Workbench notebooks on Dataproc clusters

  Run the notebook file of a managed instance on a Dataproc cluster.

• Run a genomics analysis in a JupyterLab notebook on Dataproc

  Run a single-cell genomics analysis using Dask, NVIDIA RAPIDS, and GPUs on a JupyterLab notebook hosted on a Dataproc cluster.

Trino

• Use Trino with Dataproc

  Install and use Trino (formerly Presto) with Dataproc.

Workflows

• Workflow using Cloud Composer

  Trigger a workflow template with Cloud Composer.

• Workflow using Cloud Functions

  Trigger a workflow template with a Cloud Function.

• Workflow using Cloud Scheduler

  Trigger a workflow Cloud Scheduler.