About
A runbook for whatever you are stuck on: the steps that solve the problem, the tools each step needs, and what happened when we ran it ourselves first.
This is an independent publication, not a vendor blog and not a review farm. Each guide is a workflow run end to end, and the numbers on the page are the numbers that run produced. Where a tool failed, that is on the page too.
The method is written out on How we test, including what we earn and when.
Who writes this

Ayoub El Haddad
I build scrapers and automate the boring parts of data work.