CourseForward Deployed Engineer: The Complete Course · Module 4: Their Data · part 27 of 85
Part 27 · Module 4: Their Data

Lab: One night's export, from arrival to trusted table

17 min read·13 Oct 2026
Module 4 · Lab · About 60 minutes · Needs: lessons 1, 2 and 3 of this module (the manifest, the contract and quarantine, the crosswalk, redaction and retention)

What you are building

THE NIGHT OF 17 MARCH, ONE JOB night file 13 rows manifest is it whole? profile two nights contract load, count crosswalk Joan's pairs quarantine 2 rows redact rules, model trusted table 10 rows, 10 columns retention list a date per copy
The finished job: each check (blue) runs before the next step, bad rows go to quarantine with reasons (red), the model helps redact (amber), and only the checked, minimised table and its retention list come out (green).

Module 4 adds the engagement's data pipeline: it loads the TMS export, matches TMS and CRM customers, and redacts personal data. The lessons built each part on its own. This lab runs them as one job over one night, in the order the night needs them, and leaves files in the repository harbourline-claims. It is Thursday 2 April 2026, week 3. Until Viktor approves access, Mei emails each export, so you replay the night of Tuesday 17 March: the file that carried every trap the lessons met, including HF-88312's impossible date and HF-88320, delivered with no date. The running example is HF-88207, Atlas Office Furniture's damaged desks, declared at £6,500. All data is simulated.

The rest of this course is yours to keep

This course is bought on its own, once, and stays readable afterwards, including the parts added to it later.