The recurring workbook is the problem
Most finance and operations automation projects are really about one spreadsheet. It pulls exports from two or three systems, applies rules that live in someone’s head, produces a number the business acts on, and gets rebuilt every month by a person who has done it so many times they no longer notice how long it takes.
That workbook has three quiet costs. It consumes a skilled person’s time on assembly rather than judgement. It is a single point of failure, because the logic is only fully understood by whoever maintains it. And when the number is questioned, reconstructing how it was produced means re-tracing formulas by hand.
Which one is right for the job
Use Excel for analysis, modelling, and anything you are doing once. Nothing here argues otherwise.
Move to Parabola when the same workbook comes round every week, someone else depends on the output, or the answer to how a number was produced needs to be better than opening the file and reading formulas.























