Excel is still the most capable spreadsheet ever shipped - decades of formulas, pivot tables, and now Python in the grid, plus a ubiquity that means everyone already knows how to open one. For ad hoc analysis it's unmatched. The trouble starts when a spreadsheet quietly becomes a system of record: there's nothing stopping a stray paste from corrupting a column, no real types, no enforced validation, and the file gets emailed around until five conflicting copies exist and the formulas in one of them are silently wrong.
The open source alternative below is for exactly that moment - when you need a spreadsheet's familiarity but a database's discipline. You keep formulas, including Python ones, but columns carry real types and validation, the data lives in one place instead of scattered file copies, and you self-host the whole thing so the source of truth sits on infrastructure you control rather than in an attachment.