Why Proxy Pool Size Stopped Mattering in 2026
Vendors advertise 400 million residential IPs. But in 2026, IP reputation collapsed as a defense, and proxy pool size stopped predicting real success.
Vendors advertise 400 million residential IPs. But in 2026, IP reputation collapsed as a defense, and proxy pool size stopped predicting real success.
Your User-Agent header doesn't matter anymore. JA4 fingerprints classify bots at 98.6% accuracy before headers are even read. Here's what shifted in 2026.
AI training data collection just went from technical problem to compliance problem. The EU AI Act and rising vendor scrutiny reshape the rules through 2027.
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.
Anti-bot tech 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.