Hi @Saravanan Ponnaiah ,
Thanks for posting your question on Microsoft Q&A platform.
Azure table storage connectors (source/sink) aren't available for use in mapping data flow.
Using copy activity you can query from Table storage.
Please check the performance tips here to make the copy activity load faster.
Kindly revert if you are looking for any other detail in this regard.