Use JupyterLab efficiently with papermill parameterization, nbconvert for HTML/PDF, jupytext for notebook-as-markdown version control, ipywidgets for interactivity, line/cell magics, %debug, %memit memory profiling, and nbval for notebook testing. Use when authoring, parameterizing, testing, or rendering notebooks for science.