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Building an Enterprise Football Data Pipeline: Decoding Flashscore's Protocol for xG & Referee Analytics

Most football data scrapers on the market only extract high-level final scores (e.g. 2-1 ). But quantitative sports analysts, data scientists, and p…

datawebscrapingapifytypescript
Dev.to Aug 28, 2026, 09:23 UTC
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How We Built a Modular Etsy Research Pipeline with Apify

When people think about scraping Etsy, they often imagine a single script that collects everything in one run. That approach works for small experim…

webdevpythonapify
Dev.to Jul 26, 2026, 16:44 UTC
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Building a Lean, Single-Worker Broken URL Monitor for Data Pipelines

The Technical Problem: Websites Drift, Pipelines Don't Know Long-running scraping pipelines have a structural assumption baked in: the URLs you conf…

webscrapingdatapipelinedevtoolsapify
Dev.to Jun 10, 2026, 17:14 UTC
EN

Reverb Scraper: pull historical sold prices for any musical gear

Quick answer: The Reverb Price Guide is the largest public dataset of used-instrument sale prices on the internet — millions of completed transactio…

webscrapingpythonapifydata
Dev.to Jun 2, 2026, 10:26 UTC

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