Python & Automation Blog

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

πŸ“š 47 in-depth guides πŸ•·οΈ Web scraping & Apify πŸ€– AI & automation πŸ”„ Updated regularly
⭐ Featured Get $500 in Apify Credits for $1: Residential & Dedicated Proxies on a Budget
2026-03-29 7 min read Apify

Get $500 in Apify Credits for $1: Residential & Dedicated Proxies on a Budget

Apify's Creator plan gives you $500 in platform credits for just $1/month β€” enough to run residential and dedicated proxies at a fraction of what standalone providers charge.

Read Article β†’
How to Scrape 10,000 Leads from Google Maps & LinkedIn Using Apify for $1
2026-03-29 9 min read Lead Generation

How to Scrape 10,000 Leads from Google Maps & LinkedIn Using Apify for $1

Apify's Creator plan ($1/month, $500 credit) gives you access to Google Maps Scraper, LinkedIn scrapers, and residential proxies. Here's how to build a lead gen machine in an afternoon.

Apify Lead Generation Google Maps Web Scraping Automation
Autotrader Canada Scraper: Extract Car Listings from Autotrader.ca at Scale
2026-03-16 7 min read Apify

Autotrader Canada Scraper: Extract Car Listings from Autotrader.ca at Scale

Automate your Autotrader.ca data collection. Our Apify scraper extracts price, mileage, year, trim, dealer info and more from every listing β€” no coding required.

Autotrader Canada Car Listings Web Scraping Apify Automotive Data
Fnac Scraper: Extract Product Data from Fnac.com β€” Price, EAN, Reviews & More
2026-03-16 7 min read Apify

Fnac Scraper: Extract Product Data from Fnac.com β€” Price, EAN, Reviews & More

Scrape Fnac.com product listings with our Apify actor. Extract name, price, EAN, SKU, images, seller info, ratings, reviews and delivery details at scale.

Fnac Scraper French E-commerce Web Scraping Apify Product Data
Spitogatos Scraper: Extract Greek Real Estate Listings from Spitogatos.gr
2026-03-16 7 min read Apify

Spitogatos Scraper: Extract Greek Real Estate Listings from Spitogatos.gr

Scrape Spitogatos.gr in English and Greek with our Apify actor. Extract property prices, photos, location, agent contacts and more from Greece's top real estate portal.

Spitogatos Greek Real Estate Web Scraping Apify Real Estate Data
Apify
2025-03-01 6 min read Apify

How to Scrape Google Maps with Apify (No Code Required)

Google Maps holds millions of business listings β€” names, phones, addresses, ratings. Learn how to extract this data in minutes using Apify, no coding needed.

Apify Web Scraping Lead Generation
Apify
2025-02-22 7 min read Apify

Top 5 Apify Actors for B2B Lead Generation

After 155+ scraping projects, these are the five Apify actors I recommend most for building high-quality B2B lead lists β€” with a proven chaining workflow.

Apify Lead Generation B2B
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 β€” no-code, Python, and API methods that survive anti-bot defenses.

Amazon Scraping Web Scraping E-Commerce Price Tracking
How to Scrape Google Search Results in 2026: SERP Data at Scale
2026-06-05 9 min read Web Scraping

How to Scrape Google Search Results in 2026: SERP Data at Scale

Extract Google rankings, People Also Ask, featured snippets and local packs at scale in 2026 β€” the methods SEOs use to track thousands of keywords cheaply.

Google SERP SEO Web Scraping Rank Tracking
How to Scrape LinkedIn Data in 2026 (Legally and at Scale)
2026-06-04 10 min read Lead Generation

How to Scrape LinkedIn Data in 2026 (Legally and at Scale)

Build B2B lead lists from LinkedIn in 2026 β€” profiles, companies and job posts β€” using compliant, scalable methods that don't get your account banned.

LinkedIn Scraping Lead Generation B2B Sales
How to Scrape Instagram Data in 2026: Posts, Followers & Hashtags
2026-06-03 9 min read Web Scraping

How to Scrape Instagram Data in 2026: Posts, Followers & Hashtags

Extract Instagram profiles, posts, hashtags and engagement data in 2026 for influencer research and social analytics β€” no-code and API methods that scale.

Instagram Scraping Social Media Web Scraping Influencer Marketing
How to Scrape Job Postings from Indeed & LinkedIn in 2026
2026-06-02 9 min read Web Scraping

How to Scrape Job Postings from Indeed & LinkedIn in 2026

Scrape job listings from Indeed, LinkedIn and company boards in 2026 to power job aggregators, hiring-signal lead gen and labor-market research.

Job Scraping Web Scraping Hiring Data Lead Generation
How to Scrape Real Estate Listings in 2026 (Zillow & Beyond)
2026-06-01 9 min read Web Scraping

How to Scrape Real Estate Listings in 2026 (Zillow & Beyond)

Extract property listings, prices and agent data from real estate portals in 2026 for investment analysis, lead gen and market research β€” at scale.

Real Estate Web Scraping Property Data Market Analysis
Best Web Scraping Tools in 2026: Free & Paid Compared
2026-05-31 11 min read Tools & Reviews

Best Web Scraping Tools in 2026: Free & Paid Compared

A no-fluff comparison of the best web scraping tools in 2026 β€” no-code platforms, scraping APIs, AI scrapers and Python libraries β€” with pricing and use cases.

Web Scraping Tools & Reviews Apify Comparison
How to Scrape Twitter (X) Data in 2026 Without the API
2026-05-30 8 min read Web Scraping

How to Scrape Twitter (X) Data in 2026 Without the API

The X API is expensive and limited β€” here's how to scrape Twitter/X tweets, profiles and trends in 2026 for sentiment analysis and social listening.

Twitter Scraping X Social Media Web Scraping
How to Extract Any Website's Data to Excel or CSV (No Code) in 2026
2026-05-29 8 min read Web Scraping

How to Extract Any Website's Data to Excel or CSV (No Code) in 2026

No coding required β€” turn any website into a clean Excel or CSV file in 2026 using no-code scrapers, browser tools and AI extraction. Step-by-step.

No-Code Web Scraping Excel Data Extraction
How to Scrape YouTube Data in 2026: Videos, Channels & Comments
2026-05-28 8 min read Web Scraping

How to Scrape YouTube Data in 2026: Videos, Channels & Comments

Extract YouTube video stats, channel data, comments and trends in 2026 for content research, influencer discovery and sentiment analysis β€” at scale.

YouTube Scraping Social Media Web Scraping Content Research
PriceRadar: The Universal Competitor Price Tracker That Works on Any Retailer
2026-05-21 7 min read Apify

PriceRadar: The Universal Competitor Price Tracker That Works on Any Retailer

Stop checking competitor prices manually. PriceRadar finds every retailer selling your product, returns live prices, and tells you exactly where you rank in the market.

apify price tracking competitor analysis ecommerce web scraping
AI-Powered Web Scraping: The Complete 2026 Guide
2026-05-15 7 min read AI

AI-Powered Web Scraping: The Complete 2026 Guide

Explore how AI and LLMs are replacing traditional CSS selectors in web scraping. Learn why 66% of professionals are switching to intelligent data extraction.

ai web scraping data extraction automation llm
AI Agents vs RPA: Why Agentic Automation Is Winning in 2026
2026-04-11 6 min read Automation

AI Agents vs RPA: Why Agentic Automation Is Winning in 2026

60% of RPA projects underperform, and businesses are switching fast. Here's why AI agents are replacing traditional automation β€” and what it means for your bottom line.

ai agents automation rpa agentic ai workflow automation
TheBlueBook Scraper: Extract Construction Leads with Apify
2026-04-06 5 min read Lead Generation

TheBlueBook Scraper: Extract Construction Leads with Apify

Discover how the TheBlueBook Scraper on Apify extracts 1M+ contractor records at scale β€” powering smarter construction lead generation in 2026.

web scraping lead generation apify construction contractor data
AI Agents: Your Business's Next Leap in Smart Automation
2026-04-02 7 min read Automation

AI Agents: Your Business's Next Leap in Smart Automation

Move beyond basic AI tools. Explore how autonomous AI Agents are becoming the essential virtual workforce, driving efficiency and ROI for businesses like yours.

AI Agents Business Automation AI Automation Lead Generation Operational Efficiency
Apify Residential Proxies: The Complete 2026 Guide (Better Than BrightData?)
2026-03-29 8 min read Proxies

Apify Residential Proxies: The Complete 2026 Guide (Better Than BrightData?)

Apify includes residential proxies built into the platform β€” no separate account needed. Here's how they compare to BrightData, Oxylabs, and standalone providers.

Apify Proxies Residential Proxies Web Scraping Tools & Reviews
AI Lead Generation in 2026: Tools, Signals & Python Automation
2026-03-28 7 min read Lead Generation

AI Lead Generation in 2026: Tools, Signals & Python Automation

Discover how AI is transforming B2B lead generation in 2026β€”signal-based prospecting, top tools like Clay and Apollo, and Python automation workflows.

lead generation AI Python Apollo Clay
Proxy Providers for Web Scraping in 2026: Residential vs Datacenter
2026-03-28 7 min read Proxies

Proxy Providers for Web Scraping in 2026: Residential vs Datacenter

Complete guide to choosing the right proxy provider for web scraping in 2026β€”Bright Data, Smartproxy, NetNut compared. Residential vs datacenter benchmarks.

proxies web scraping Bright Data Python automation
n8n + Dify + Ollama: The Open-Source AI Automation Stack for 2026
2026-03-28 7 min read Automation

n8n + Dify + Ollama: The Open-Source AI Automation Stack for 2026

Learn how teams in 2026 combine n8n, Dify, and Ollama into a self-hosted AI automation stack that cuts API costs and keeps sensitive data on-premises.

n8n Dify Ollama Automation Open Source
Proxy Rotation for Python Web Scraping in 2026: Residential vs Datacenter vs ISP
2026-03-26 7 min read Proxies

Proxy Rotation for Python Web Scraping in 2026: Residential vs Datacenter vs ISP

Master proxy rotation in Python web scraping in 2026. Compare residential, datacenter, and ISP proxies with real benchmarks, code examples, and rotation strategies.

proxies web scraping python proxy rotation anti-detection
n8n in 2026: The Self-Hosted Automation Platform Beating Zapier
2026-03-23 7 min read Automation

n8n in 2026: The Self-Hosted Automation Platform Beating Zapier

n8n hit 200k users and 5x ARR growth with one simple pitch: open-source, self-hosted, and dirt cheap at scale. Here's how to use it for AI workflows in 2026.

n8n workflow automation AI agents self-hosted Python
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 β€” Crawl4AI, Firecrawl, and ScrapeGraphAI β€” with benchmarks, code examples, and a clear verdict.

web scraping Python LLM Crawl4AI Firecrawl
n8n vs Zapier vs Make: Best AI Workflow Automation Tool in 2026
2026-03-20 7 min read Automation

n8n vs Zapier vs Make: Best AI Workflow Automation Tool in 2026

Compare n8n, Zapier, and Make for AI workflow automation in 2026. Discover which platform fits your stackβ€”from self-hosted AI agents to no-code simplicity.

n8n Zapier Make workflow automation AI agents
Clay.com AI Lead Enrichment & Signal-Based Prospecting in 2026
2026-03-20 7 min read Lead Generation

Clay.com AI Lead Enrichment & Signal-Based Prospecting in 2026

Discover how Clay.com's AI-powered waterfall enrichment and Claygent agent are transforming B2B lead generation with signal-based prospecting in 2026.

lead generation Clay.com AI enrichment signal-based prospecting B2B sales
How to Build an Automated Lead Generation Pipeline with Apify and n8n in 2026
2026-03-19 7 min read Lead Generation

How to Build an Automated Lead Generation Pipeline with Apify and n8n in 2026

Learn how to combine Apify's web scraping power with n8n's workflow automation to build a fully automated lead generation pipeline that runs 24/7 β€” no manual prospecting needed.

Apify n8n lead generation web scraping automation
How to Use Claude Code + Apify MCP to Scrape Any Website
2026-03-18 6 min read Apify

How to Use Claude Code + Apify MCP to Scrape Any Website

A hands-on tutorial: connect Claude Code to the Apify MCP Server and use plain English to scrape Google, LinkedIn, Amazon, and more β€” no custom scraper code needed.

Claude Code Apify MCP web scraping tutorial
Apify MCP Server: Give Your AI Agent 10,000 Web Scrapers
2026-03-18 7 min read Apify

Apify MCP Server: Give Your AI Agent 10,000 Web Scrapers

Learn how to connect AI agents to the Apify MCP Server for automated web scraping. Covers the April 2026 Streamable HTTP migration and real use cases.

Apify MCP AI agents web scraping automation
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
Autoscout24 Scraper: Extract European Car Listings from Autoscout24.com
2026-03-16 6 min read Apify

Autoscout24 Scraper: Extract European Car Listings from Autoscout24.com

Scrape Europe's largest car marketplace with our Apify actor. Extract price, mileage, specs and more from Autoscout24.com automatically across all pages.

Autoscout24 European Cars Web Scraping Apify Automotive Data
Autotrader Australia Scraper: Extract 30+ Data Points from Autotrader.com.au
2026-03-16 6 min read Apify

Autotrader Australia Scraper: Extract 30+ Data Points from Autotrader.com.au

Scrape Autotrader.com.au with our Apify actor. Extract 30+ fields per listing β€” VIN, odometer, specs, dealer info, photos and more. Full pagination, no coding needed.

Autotrader Australia Car Listings Web Scraping Apify Automotive Data
Apify
2026-03-16 6 min read Apify

PistonHeads Scraper: Extract UK Car Listings from PistonHeads.com with Apify

Scrape PistonHeads.com β€” the UK's top prestige and enthusiast car marketplace. Extract listing details, prices in GBP, photos, mileage and seller info with our Apify actor.

PistonHeads UK Car Listings Web Scraping Apify Automotive Data
Apify
2026-03-16 6 min read Apify

Strube.de Scraper: Extract Seed & Garden Product Data from Strube.de

Automate product data extraction from Strube.de β€” Germany's leading seed retailer. Our Apify actor collects product names, prices, availability, and more across all pages.

Strube Scraper Garden Products Seeds Web Scraping Apify E-commerce Data
Autotrader South Africa Scraper: Extract Car Listings from Autotrader.co.za
2026-03-16 6 min read Apify

Autotrader South Africa Scraper: Extract Car Listings from Autotrader.co.za

Automate data collection from South Africa's largest car marketplace. Our Apify actor scrapes Autotrader.co.za for price, specs, dealer info and more across all pages.

Autotrader South Africa Car Listings Web Scraping Apify Automotive Data
Canada411 Scraper: Extract Business Contact Data from Canada411.ca
2026-03-16 6 min read Apify

Canada411 Scraper: Extract Business Contact Data from Canada411.ca

Build targeted Canadian B2B lead lists automatically. Our Apify actor scrapes Canada411.ca for business names, phone numbers, addresses and more across all pages.

Canada411 Lead Generation Business Directory Web Scraping Apify
Kijiji Canada Scraper: Extract Classifieds Data from Kijiji.ca at Scale
2026-03-16 7 min read Apify

Kijiji Canada Scraper: Extract Classifieds Data from Kijiji.ca at Scale

Scrape Kijiji.ca listings automatically with our Apify actor. Extract vehicle ads, real estate, jobs and more β€” with pagination, images, location and full details.

Kijiji Canada Classifieds Scraper Web Scraping Apify Lead Generation
Bike24 Scraper: Extract Cycling Product Data from Bike24.com with Apify
2026-03-16 6 min read Apify

Bike24 Scraper: Extract Cycling Product Data from Bike24.com with Apify

Scrape Bike24.com with our Apify actor. Extract product names, prices, availability, SKUs, images and more from Europe's leading cycling e-commerce store at scale.

Bike24 Scraper Cycling Products Web Scraping Apify E-commerce Data
Apify
2026-03-16 7 min read Apify

DomainLeads Scraper: Search 330M+ Registered Domains by Keyword with Apify

Find domain owners in any niche at massive scale. Our Apify actor scrapes DomainLeads.com to deliver registered domain data by keyword β€” perfect for lead generation and SEO prospecting.

DomainLeads Domain Intelligence Lead Generation SEO Web Scraping Apify
General
2026-03-09 8 min read General

Playwright vs Selenium in 2025: The Ultimate Automation Showdown

As web automation evolves, Python developers and businesses face a crucial choice between Playwright and Selenium. In 2025, which framework offers the best performance, reliability, and features for your mission-critical projects?

Playwright Selenium Python Automation Web Scraping Test Automation Digital Marketing AI Automation
Apify
2025-02-10 8 min read Apify

Earn Passive Income with the Apify Affiliate Program

Apify pays 20%–30% recurring commission. Here's exactly how the program works, the income math, and how to promote it as a developer or content creator.

Apify Affiliate Passive Income
Apify
2025-02-01 9 min read Apify

Web Scraping with Apify + Python: Complete Guide

Combine Apify's powerful actors with Python's flexibility β€” run actors via API, process results with Pandas, schedule scraping jobs, and build full data pipelines.

Apify Python Web Scraping