Hi @Chukka, Rani ,
Thanks for posting this question in Microsoft Q&A forum.
AS I understand from the question, ADF pipeline failed loading the file form SFTP server to Storage account with Error: Message=Failed to read data from Sftp server.
Could you please check below points for troubleshooting:
1). Could you please check if the Data which is getting transferred has increased considerably in size?
2). Does Linked Service and Dataset configuration in ADF looks fine.
3). Could you please check out what is the maximum concurrent connection limit in your sftp server?
4). If the files are large, please take steps suggested here: SFTP Connector Problem with large files
5). Utilize 'Degree of Parallelism.' in Copy Activity settings that data loading will use.
Please try options mentioned above and share your inputs to proceed further.
Thank you.