Bot Detection Went Behavioral. Most Scrapers Didn't.
Bot detection shifted from IP blocking to TLS fingerprints, browser signals, and behavioral analysis. Most scraping setups are fighting the wrong battle.
Bot detection shifted from IP blocking to TLS fingerprints, browser signals, and behavioral analysis. Most scraping setups are fighting the wrong battle.
Websites are deploying tarpits that trap AI crawlers and feed them garbage data. But these traps don't distinguish between GPTBot and your price tracker.
Autonomous AI agents are now the fastest-growing customer segment in web scraping. Here's what their demand for real-time data means for your infrastructure.
Custom web scrapers feel cheap to build. Then maintenance eats 40% of your data team's time. Here's a breakdown of where the hours and dollars actually go.
Bot detection has outpaced most scraping setups. Browser fingerprinting, ML detection, and behavioral analysis are rewriting the rules of data collection.
Spending more time fixing your web scrapers than analyzing the data they collect? You're not alone. Here's why it keeps getting harder and what actually helps.