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title Azure Data Factory Tutorials
description A list of top tutorials and guides for developing pipelines, data flows, and managing your Azure Data Factory.
author whhender
ms.author whhender
ms.reviewer makromer
ms.topic get-started
ms.subservice authoring
ms.date 04/22/2025

Azure Data Factory tutorials

[!INCLUDEappliesto-adf-asa-md]

This is a list of our top tutorials to help explain and walk through a series of Data Factory concepts and scenarios.

Search the table of contents to the side for the full list of tutorials.

Copy and ingest data

Copy data tool

Copy activity in pipeline

Copy data from on-premises to the cloud

Conditional execution

Troubleshooting pipelines

Amazon S3 to ADLS Gen2

Incremental copy pattern overview

Incremental pattern with change tracking

Incremental SQL DB multiple tables

CDC copy pipeline with SQL MI

Copy from SQL DB to Synapse SQL Pools

Copy SAP BW to ADLS Gen2

Copy Office 365 to Azure Blob Store

Bulk copy multiple tables

Managed virtual network

On-premises SQL Server from Data Factory Managed virtual network using Private Endpoint

Copy pipeline with managed virtual network

Data flows

Data flow tutorial videos

Dynamically set column names

Code-free data transformation at scale

Delta lake transformations

Data wrangling with Power Query

Data flows inside managed virtual network

Best practices for lake data in ADLS Gen2

External data services

Azure Databricks notebook activity

HDI Spark transformations

Hive transformations

Pipelines

Control flow

Monitor pipelines with email notifications

SSIS

SSIS integration runtime

Data share

Data integration with Azure Data Share

Data lineage

Microsoft Purview