The Prerequisites for this is as follows:
FTP Server (I used www.drivehq.com)
An Azure subscription (I use a free trail)
An Azure Blob store (I used v2 Storage Account)
Azure SQL Server
You also need a data set that you can lab with. and SQL Server Management studio 2017 to create tables in the Azure SQL Server database and test your Data Factory Pipeline results with.