Systems, methods, and other embodiments associated with associated with automatic two-way generation and synchronization of notebook and pipeline are described. In one embodiment, a computer-implemented method includes: identifying a difference between pipeline and notebook representations of application logic, wherein the difference is one of (i) a notebook paragraph without a corresponding pipeline node and (ii) a pipeline node without a corresponding notebook paragraph; synchronizing the pipeline representation and notebook representation by, for the notebook paragraph that does not have a corresponding pipeline node, automatically generating a new pipeline node in the pipeline representation, and for the pipeline node that does not have a corresponding notebook paragraph, automatically generating a new notebook paragraph in the notebook representation; and updating either a pipeline user interface to show the new pipeline node or a notebook user interface to show the new notebook paragraph.