Pricing and product claims were verified independently against each vendor's pricing page on May 5, 2026. No affiliate or referral links - every link below is a direct, clean URL to the vendor. If you've shopped for a scraping stack recently, you already know the pitch every vendor uses: "millions of IPs, AI-powered, anti-bot bypass." The marketing pages have fully converged. The actual products have not. I spent the last week pulling live pricing pages, running test calls against the major web scraping API providers, and benchmarking them against the SEO-rank-leading articles to figure out which tools genuinely earn the best web scraping tools 2026 label - and which are riding their 2022 reputation. Below: what each tool is actually good at in 2026, with verified pricing and a runnable Python snippet. The short version: Bright Data is still the platform you reach for when you need scale and reliability without babysitting it.…