Jupyter notebooks are great while you are exploring data, but they can become awkward when the next person only needs to read the result. A notebook may include setup cells, scratch code, environment-specific paths, widgets, and long outputs that make a PDF export noisy.

I usually separate notebook exports into two cases:

a full notebook export for technical review

a clean report export for readers who only need the explanation, charts, tables, and conclusions

The second case is where many built-in export flows feel brittle. Local nbconvert can fail because of missing LaTeX packages, VS Code can produce inconsistent formatting, and browser print-to-PDF often needs manual cleanup.

A practical workflow

Run the notebook so the outputs you care about are saved in the .ipynb file.

Decide whether the reader needs code.

Export a report-style PDF if the audience is a manager, client, teacher, or non-technical reviewer.

Export a full notebook PDF if the reviewer needs to inspect the code cells.

Preview the…