Niffler is an efficient DICOM Framework for machine learning pipelines and processing workflows on metadata. It facilitates efficient transfer of DICOM images on-demand and real-time from PACS to the research environments, to run processing workflows and machine learning pipelines. https://github.com/Emory-HITI/Niffler/