{
  "id": 3936078,
  "title": "Building an Enterprise Football Data Pipeline: Decoding Flashscore's Protocol for xG & Referee Analytics",
  "url": "https://urgent.news/2026/08/28/building-an-enterprise-football-data-pipeline-decoding-flashscores",
  "topic": "tech",
  "section": "Tech",
  "published": "2026-08-28T09:23:09.000Z",
  "source": {
    "name": "Dev.to",
    "slug": "dev-to",
    "url": "https://dev.to/harryautomazione/building-an-enterprise-football-data-pipeline-decoding-flashscores-protocol-for-xg-referee-4ngc"
  },
  "original_language": "en",
  "account": "Most football data scrapers only extract high-level final scores, but quantitative analysts and modelers need more granular data like Expected Goals (xG), referee assignments, goal scorers with assist providers, and half-time/full-time statistics. When creating a professional Flashscore scraper on Apify, two major engineering challenges were encountered: memory issues and Flashscore's proprietary protocol. This tutorial explains how to build the Flashscore Elite Statistics Extractor, achieve a reduced RAM footprint, parse Flashscore's custom feed protocol, and pipe the data into Python and Pandas. The solution utilizes a hybrid Browser + HTTP/2 streaming pipeline to minimize memory usage from 1.5GB to 70MB and ensure zero reliance on proxies for standard runs.",
  "summary": "Most football data scrapers on the market only extract high-level final scores (e.g. 2-1 ). But quantitative sports analysts, data scientists, and predictive betting modelers need granular data: Expected Goals (xG) , Official Referee Assignments , Goal Scorers paired with Assist Providers , and Half-Time vs Full-Time (1H/2H) statistical breakdowns . When I set out to build a professional-grade…",
  "key_points": [],
  "editors_take": null,
  "illustration": null,
  "coverage": {
    "outlets": 1,
    "also_reported_by": []
  },
  "ai_generated": true,
  "disclaimer": "Summaries, key points and the editor’s take are written by software from other outlets’ reporting and may contain errors — always check the linked original."
}