Honest, practical writing on anti-bot bypass, managed scraping, and keeping data pipelines alive at scale.
A candid look at bypassing Cloudflare, DataDome, PerimeterX and Akamai at scale — what works reliably, what stays hard, and how we get partial wins on the toughest targets.
Buyer's guideBuild it in-house, buy proxies, or hire a managed team? An honest comparison of cost, reliability and maintenance for web data at scale.
PipelinesWhy scraping pipelines break and how to keep them running — selector drift, schema validation, quality checks, and getting data into your API, S3, SFTP or warehouse.
MarketplaceTrack price, stock, reviews and buy-box across marketplaces — what's straightforward, what's region-locked, and how to turn it into repricing and brand-protection signals.
Data productsTwo ends of the web-data spectrum — hiring and compensation data from dozens of job boards, and clean, licensed training corpora for AI. How each is built and delivered.
LegalPublic data, terms of service, copyright, personal data and robots.txt — a plain-English map of the web-scraping legal landscape. Not legal advice.