Learn web scraping
Guides, tutorials and courses on web scraping and data extraction — from your first request to production pipelines.
Best VS Code Extensions for Web Scraping
Discover the best VS Code extensions for web scraping, including Python tools, HTTP clients, and AI-powered solutions to build and debug scrapers faster.
How to Build a Web Scraper in VS Code (Step-by-Step)
Learn how to build a web scraper in VS Code using Scrapy and AI tools. Follow this step-by-step guide to create, test, and scale your scraping projects.
Stop using Python requests for web scraping: Use these modern modules instead
While the 'Requests' library remains the default choice for many Python developers due to its reliability and extensive documentation, the Python HTTP landscape has evolved considerably. Modern alternatives now offer significant advantages, including built-in asynchronous support, HTTP/2 compatibility, enhanced performance, and up-to-date TLS handling.
A data scientist's guide to stress-free product scraping
As a data scientist, your job is to find patterns, build models, and generate insights. To do that, you first need to reliably acquire web data. Competitor pricing, product specifications, consumer reviews - you name it, data scientists need it.
Why Python Requests gets "403 Forbidden"
If you’ve had your HTTP request blocked regardless of using correct headers, cookies, and good IPs, there’s a chance you are running into one of the simplest forms of blocking, and one of the most confusing for beginners.
Building a production-style web scraper with Scrapy, Docker, and PostgreSQL
Demo project scrape2postgresql shows how to scrape structured data with Scrapy, store it in PostgreSQL, and run both the spider and database in separate containers using Docker Compose.
Why Page One SERP data Is no longer enough for SEO and AI systems
Page-one SERP data shows visibility, but deeper results reveal volatility, trends, and opportunity. Learn why SEO platforms and AI systems need full-depth data.
Why pagination logic becomes operational debt at SERP scale
SERP pagination becomes brittle and expensive at scale. Learn why retries, deduplication, and ordering logic turn into operational debt over time.
Why SERP data costs exploded, and why most teams felt it overnight
SERP data costs spiked overnight after bulk access patterns disappeared. Learn what changed, why inefficiency exploded, and what it means for SEO platforms.
SERP data collection at scale and why efficiency matters again
Why has SERP data collection become more expensive? Learn what changed, why efficiency declined, and how it impacts SEO platforms and AI systems at scale.
The New Guide to Web Scraping at Scale_One_Page
How to evaluate a web scraping company
Learn how to evaluate a web scraping company based on reliability, operating model, compliance, and organizational maturity. A practical guide to choosing a long-term web data partner.