@Eldar_Dragomir 

In order to re-process the data, we have to change the checkpoint directory. This will start processing the files from the beginning. You can use cloudFiles.maxFilesPerTrigger, to limit the number of files getting processed per micro-batch for maintaining the stability of the pipeline.