The ultimate football data pipeline for data scientists, quantitative betting modelers, and sports analysts. Extracts granular Expected Goals (xG), xGOT, official referee assignments, goal scorers paired with assists, and complete 1H/2H statistical splits. Built with an enterprise hybrid streaming architecture that drops RAM usage to just 70MB for ultra-fast, zero-proxy extraction across 50+ world leagues.
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Maker
📌
Hello Product Hunt community.
Most football scrapers on the market only return high-level final scores like "2-1". But if you are building quantitative betting models, machine learning algorithms, or advanced tactical analysis, you need granular data: Expected Goals (xG), referee card trends, assist-scorer pairs, and 1H/2H statistical breakdowns.
I engineered Flashscore Elite Stats to solve this with a 2-phase hybrid architecture: Puppeteer performs an initial lightweight handshake, then immediately shuts down (dropping RAM from 1.5GB to 70MB) to stream raw feeds directly via HTTP/2 workers with a self-healing recovery pass.
It works seamlessly on both active and historical seasons across 50+ leagues, exporting clean JSON, CSV, or direct Pandas DataFrames via the Apify Python SDK.
I'd love to hear your thoughts and feedback!