Transform data by using Spark in Azure Data Factory - Azure Data ...
Oct 3, 2024 · This tutorial provides step-by-step instructions for transforming data by using a Spark activity in Azure Data Factory.
Azure Data Factory and Spark on Azure Integration | Orchestra
This article explains the integration of Spark with Azure Data Factory (ADF) and provides a technical tutorial on how to utilize Spark within ADF for efficient data processing.
azure-docs/articles/data-factory/tutorial-transform-data-spark …
In this tutorial, you use the Azure portal to create an Azure Data Factory pipeline. This pipeline transforms data by using a Spark activity and an on-demand Azure HDInsight linked service.
Transform data using Spark activity - Azure Data Factory & Azure ...
Oct 3, 2024 · Learn how to transform data by running Spark programs from an Azure Data Factory or Synapse Analytics pipeline using the Spark Activity.
Copy data from Spark - Azure Data Factory & Azure Synapse
Aug 19, 2025 · Learn how to copy data from Spark to supported sink data stores using a copy activity in an Azure Data Factory or Synapse Analytics pipeline.
How to use Spark on Azure with a Data Factory in order to load …
Sep 8, 2021 · The two easiest ways to use Spark in an Azure Data Factory (ADF) pipeline are either via a Databricks cluster and the Databricks activity or use an Azure Synapse Analytics …
Transform data with Synapse Spark job definition - Azure Data Factory ...
Oct 3, 2024 · Learn how to process or transform data by running a Synapse Spark job definition in Azure Data Factory and Synapse Analytics pipelines.
Transform data - Azure Data Factory & Azure Synapse
Feb 17, 2025 · This article explains data transformation activities in Azure Data Factory and Synapse pipelines that you can use to transform and process your raw data into predictions …
azure-docs/articles/data-factory/connector-spark.md at main ...
This article outlines how to use the Copy Activity in an Azure Data Factory or Synapse Analytics pipeline to copy data from Spark. It builds on the copy activity overview article that presents a …
Spark Job Definition activity - Microsoft Fabric
Mar 31, 2025 · Learn how to transform data by running a Spark Job Definition activity in a pipeline in Data Factory for Microsoft Fabric.