Web Scraping
Yes, Google SERP scraping still works in 2026 — but the way most people try it fails immediately. Here's exactly what Google checks, what the working approach looks like, and four real use cases with Python code.
Tutorial
Extract job listings from Indeed, LinkedIn, and Glassdoor with a single API call. Step-by-step Python tutorial — no proxy management, no CAPTCHA headaches.
Tutorial
Build a production-ready website change monitor in Python. Detect price changes, restock events, competitor moves, and policy updates -- automatically, on any site.
Web Scraping
A scraper that works once is a prototype. One that works reliably for months is infrastructure. Here are the six layers that separate them — with working Python code for output validation, retry escalation, schema drift detection, alerting, and overlap-safe scheduling.