Compare
Excel is great for exploration. RowLab is built for the cleanup you repeat every week — same rules, same output, source data stays on your device.
Compare RowLab’s visual pipelines to one-off Excel cleaning: reuse, auditability, privacy, and deterministic transforms.
| Criterion | RowLab | Excel |
|---|---|---|
| Reusable cleanup | Save visual pipelines and re-run on new files | Copy sheets or rebuild formulas each time |
| Logic vs data | Pipeline separate from source file | Formulas mixed into working sheets |
| Determinism | Same input → same output | Depends on hidden steps and manual edits |
| Privacy | Local-first in the browser | Local files, but easy to email working copies |
| Audit trail | Explicit node graph of every step | Hard to see what changed |
Also see RowLab vs Power Query · RowLab vs OpenRefine.