Python & Automation Blog

Practical guides, tutorials, and insights from 155+ real client projects

📚 8 in-depth guides 🕷️ Web scraping & Apify 🤖 AI & automation 🔄 Updated regularly
How to Scrape a Website That Blocks Bots (Without Building a Proxy Farm)
2026-09-09 8 min read Web Scraping

How to Scrape a Website That Blocks Bots (Without Building a Proxy Farm)

Cloudflare, DataDome and Akamai fingerprint your requests before your parser ever runs. Here's how to get past anti-bot protection with a hosted scraping API instead of building your own browser and proxy infrastructure.

anti-bot web scraping proxies developer tools cloudflare
How to Scrape Quebec Real Estate Listings From Centris.ca Without Code
2026-08-29 8 min read Web Scraping

How to Scrape Quebec Real Estate Listings From Centris.ca Without Code

Pull structured property data, prices and broker details from Centris.ca with a no-code actor, then track price changes over time by keying on MLS number instead of row position.

real estate web scraping Centris Quebec price monitoring Apify
How to Scrape Real Estate Listings (With GPS Coordinates and Agent Phone Numbers)
2026-08-07 8 min read Web Scraping

How to Scrape Real Estate Listings (With GPS Coordinates and Agent Phone Numbers)

Property portals publish everything an analyst needs - price, size, rooms, coordinates, photos and often the advertiser's phone number. Here is how to get it out of Spitogatos, XE.gr and Centris into a spreadsheet.

Real Estate Property Data Web Scraping Lead Generation
How to Scrape Car Listings from AutoTrader, AutoScout24 and Kijiji
2026-08-07 10 min read Web Scraping

How to Scrape Car Listings from AutoTrader, AutoScout24 and Kijiji

Dealers, aggregators and pricing analysts all need the same thing: thousands of current vehicle listings with price, mileage, VIN and seller details. Here is how to pull them from eight marketplaces without writing a scraper.

Automotive Car Data Web Scraping Market Research
How to Track Competitor Prices Automatically (Without a $500/Month Tool)
2026-08-07 9 min read Web Scraping

How to Track Competitor Prices Automatically (Without a $500/Month Tool)

Enterprise price-monitoring platforms start around $500/month. Here is how to get the same three outputs - who else sells your product, at what price, and who is breaking MAP - for a few dollars a month using cloud actors you can run today.

Price Monitoring Competitor Analysis E-Commerce Apify
How to Scrape Amazon Product Data in 2026 (Without Getting Blocked)
2026-06-06 10 min read Web Scraping

How to Scrape Amazon Product Data in 2026 (Without Getting Blocked)

A practical 2026 guide to extracting Amazon prices, reviews, BSR and Buy Box data at scale - no-code, Python, and API methods that survive anti-bot defenses.

Amazon Scraping Web Scraping E-Commerce Price Tracking
Crawl4AI vs Firecrawl vs ScrapeGraphAI: Best LLM Scraper in 2026
2026-03-21 7 min read Web Scraping

Crawl4AI vs Firecrawl vs ScrapeGraphAI: Best LLM Scraper in 2026

Compare the top Python LLM web scraping libraries in 2026 - Crawl4AI, Firecrawl, and ScrapeGraphAI - with benchmarks, code examples, and a clear verdict.

web scraping Python LLM Crawl4AI Firecrawl
Python Web Scraping in 2026: Playwright, AI & Anti-Detection
2026-03-17 8 min read Web Scraping

Python Web Scraping in 2026: Playwright, AI & Anti-Detection

Playwright has overtaken Selenium, AI extraction now hits 99.5% accuracy, and Python still commands 70% of the scraping ecosystem. Here's what's working in 2026.

Python Playwright Web Scraping Anti-Detection AI Extraction