This automation saves my client 12k/yr mininum

So for this specific client through a Skool post in an AI group and ended up being the middle-man developer on this project.

They have thousands of player contacts and constantly need the latest data. I made a simple dashboard where they just hit Start once a day, and it does the scraping automatically with puppeteer.

It runs 5 puppeteer browsers in the background (images and extra requests off to keep CPU low) and uses proxy support so nothing when rate limits occur I just rotate the proxy. In about 5 hours it scrapes 2,500+ players and updates their Monday board with stuff like nationality, current club, market value, agency, contract dates, ID, and more, all in one place.

A little small case study:

Time comparison

Manual: 2,500 profiles × 2 mins = 5,000 min (≈ 83.33 hours)
Automation runtime: ~5 hours (hands‑off)
Human time saved per run: ≈ 78.33 hours

Cost framing

At £12/hr data entry: 83.33 hrs × £12 = £999.96 saved per run
Calendar time reduction: ~94% faster (83.33h → ~5h)

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