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⚡ AI Lessons
Dev.to · Devil Scrapes
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
1mo ago
Charting Twitch Chat Velocity: Hype Curve Analysis for Esports VODs
Quick answer: To measure Twitch chat hype or velocity, pull the full VOD chat using the...
Dev.to · Devil Scrapes
1mo ago
Training a Twitch chat toxicity classifier on real VOD data at scale
Quick answer: Twitch has no public API for VOD chat replay. To build a Twitch toxicity classifier...
Dev.to · Devil Scrapes
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
1mo ago
Discogs Price Scraper: pull every marketplace listing as clean JSON
Quick answer: The Discogs marketplace is the world's largest secondary market for vinyl, CDs, and...
Dev.to · Devil Scrapes
📣 Digital Marketing & Growth
⚡ AI Lesson
1mo ago
Bing Search API Replacement: scrape SERP results for $1.05/1K
Quick answer: Microsoft retired the Bing Search API on August 11, 2025. There is no longer an...
Dev.to · Devil Scrapes
📰 AI News & Updates
⚡ AI Lesson
1mo ago
Google AI Overview Tracker: 8-selector battery + citation drift telemetry
Quick answer: Google publishes no API for AI Overview citations. The only way to get the data...
Dev.to · Devil Scrapes
📣 Digital Marketing & Growth
⚡ AI Lesson
1mo ago
Google Ads Transparency Scraper: pull any competitor's ads for $1.20/1K
Quick answer: The Google Ads Transparency Center is a public registry of every ad Google runs — but...
DeepCamp AI