Hi @Chandrashekar S ,
In the ADF, there is no easy way to automate the process of "rerun from failed activity", but there is a Retry option in each activity, which you can definitely use. In the pipeline, you can retry any activity multiple times in case of that activity failure (please see the screenshot).
Please don't forget to Accept as Answer and Up-Vote, if the response is helpful! Thanks!