You want viewer counts, stream titles, or chat logs off Twitch. You write a scraper, point it at twitch.tv, and get back a near-empty HTML shell.
That&Marius BernardJul 22
AutoScout24 is Europe's largest car marketplace, with more than 2 million live listings across 18 countries. That's a lot of pricing data sitting behindMarius BernardJun 07
Kick.com sits behind Cloudflare. Point requests.get() at it and you'll get a 403 before you finish your coffee. Most guides online shrug and tellMarius BernardApr 16
Immobilienscout24 is Germany's largest real estate portal, and one of the most aggressively protected scraping targets in Europe.
Most tutorials on this topic funnel you intoMarius BernardApr 09
You need to pull video data from TikTok or Douyin, but both platforms fight scrapers hard with rate limits, watermarks, and anti-bot detection.
Douyin_TikTok_Download_API isMarius BernardMar 23
Anti-bot systems don't just check your headers anymore. They watch how your cursor moves. Straight-line jumps from element to element scream "bot" to everyMarius BernardMar 09
Every HTTPS connection you make goes through a TLS library. If you're using Chrome, Android, or Cloudflare — that library is BoringSSL.
And if you build webMarius BernardFeb 24
You've built your scraper. It handles pagination, parses JSON, rotates headers like a pro. Then you hit a site protected by Arkose Labs and everything stops.Marius BernardFeb 16
Bol.com is the largest e-commerce platform in the Netherlands and Belgium. Over 41 million products, 13 million active users.
If you sell in the Dutch or BelgianMarius BernardFeb 13
Kalshi sits on a goldmine of prediction market data — contract prices, order books, trade history, and implied probabilities across thousands of events. Whether you're building aMarius BernardFeb 09
Standard scrapers get blocked. You rotate headers, swap proxies, add random delays - and the target site still catches you after a few hundred requests. The problem isn&Marius BernardFeb 07
Pydoll quietly showed up in early 2026 and solved the one thing that makes browser automation miserable: WebDriver management. No more matching ChromeDriver versions. No more navigator.webdriver=Marius BernardFeb 05
Point a standard requests-plus-BeautifulSoup scraper at a Shopee product page and you get an empty shell, a login prompt, or a block page. To scrape Shopee data youMarius BernardFeb 03
I never planned to become obsessed with virtual queues.
It started as frustration. Turned into curiosity. Evolved into something I can only describe as an unhealthy fixation withMarius BernardFeb 02
Eventim is Europe's largest ticket platform, serving millions of concert-goers across Germany, Spain, Italy, and beyond. If you're tracking event data, monitoring ticket availability,Marius BernardJan 30
Everyone wants to talk about the code. The libraries. The frameworks.
Nobody wants to talk about what actually makes scrapers work.
I've been building production scrapersMarius BernardJan 30
Intercepting mobile app traffic used to require a complicated setup with command-line tools, manual proxy configuration, and hours of troubleshooting certificate issues.
Trafexia changes that entirely.
Whether I&Marius BernardJan 30