[WITH SYSTEM DESIGN] Azure Data Factory Real Time Scenarios - 2025

Azure Data Factory Real Time Scenarios | Azure Data Factory | Azure Data Lake | Azure Data Engineer In this video, I walk you through Azure Data Factory real-time scenarios using Azure Data Factory, Azure Data Lake, and APIs. We’ll cover key activities like Copy, ForEach, If Condition, GetMetadata, Filter, SetVariable, and more—showing you how to build complete end-to-end ETL pipelines in ADF. Timestamps: 0:00 Introduction 05:56 Azure Free Account 08:23 Azure Tutorial 17:39 Scenario-1 Incremental Loading in ADF from Azure Data Lake 42:42 GetMetadata, ForEach, If Condition Activities in ADF 1:06:02 End To End Dynamic ETL Pipeline in Azure Data Factory 1:18:02 Scenario-2 Copy Only The Missing files in ADF 1:34:32 Scenario-3 Fetch files with Dates using Azure Data Factory 1:39:10 Scenario-4 Delete files with Dates using Azure Data Factory 1:56:58 Scenario-5 Storing the number of files in a Variable 2:02:02 Scenario-6 Dynamic Column Mapping in Azure Data Factory WATCH MY PREVIOUS VIDEOS ➡️Azure End To End Data Project https://youtu.be/uc-u_juRg-w?si=sO_CavjnhNaSnZri ➡️Databricks Tutorial https://youtu.be/7pee6_Sq3VY?si=pPBrTnE2R8PhhHu5 ➡️PySpark Full Course https://youtu.be/94w6hPk7nkM?si=i3u_8ZWkGf6fiGyh REPOSITORY ➡️GitHub https://github.com/anshlambagit/ADF-RealTime-Scenarios ======================================= Join this channel to SUPPORT MY HARDWORK: https://www.youtube.com/channel/UCu7lQE-L5gzt8aD7zuuufjw/join ======================================= Connect with ME LinkedIn - https://www.linkedin.com/in/ansh-lamba-793681184/ Telegram - https://t.me/anshlambadatafam ========================= For COLLABORATION 👇 anshlambacollab@gmail.com ========================= ⭐Hashtags⭐ #azure #azuredatafactory #dataengineering