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AI Web Scraping Guides & Tutorials

Read practical web scraping guides for extracting website data, building lead lists, monitoring prices, and automating workflows with Clura.

Start Here

— the essential guides

How to Use This Blog

  1. 1Start with Web Scraping Guide — understand the fundamentals before anything else.
  2. 2Then explore Web Scraping Use Cases — see how businesses apply scraping to real workflows.
  3. 3Move to paginated scraping and other tutorials for harder scenarios.
  4. 4Explore tools and apply scraping to your specific workflow.

Scraping Tutorials

Automate collection from complex websites — dynamic pages, infinite scroll, and multi-page crawls. Each guide builds on the core workflow in the web scraping guide with specific techniques for harder scenarios.

Data Extraction & Export

Collect structured datasets from any website and deliver them directly to Excel, CSV, or Google Sheets — no code or API access required. Pairs with the best web scraping tools guide to match the right tool to each export format.

Lead Generation & LinkedIn

Build targeted prospect lists by scraping LinkedIn profiles, company pages, and business directories at scale. These workflows put the use cases covered across the blog into practice for sales, recruiting, and outreach teams.

Price Monitoring & Ecommerce

Monitor competitor prices on Amazon, eBay, and ecommerce platforms automatically — without writing code. The underlying mechanics are covered in the paginated scraping tutorial, which handles the multi-page product listings these workflows depend on.

All Articles

Explore the complete library of web scraping guides — from beginner concepts in the web scraping guide to advanced workflows like scraping paginated pages. Follow structured learning paths across tutorials, tools, and real-world use cases.

Showing 10 of 84 articles

Lead Generation

Lead Generation · 10 min read

Dentist Leads: Build Dental Provider Lists by City

Build dentist leads from Google Maps by clinic name, specialty, city, phone, website, rating, and source URL. Export dental provider lists with Clura.

Lead Generation · 9 min read

Best Way to Get HVAC Leads Without Buying Lists

The best way to get HVAC leads is to start with local search data, qualify contractors by website, phone, rating, and service area, then export a clean CSV.

Lead Generation · 9 min read

Home Improvement Contractor Leads: Build Local Lists

Build home improvement contractor leads from Google Maps by trade, city, phone, website, rating, and service category. Export local lists with Clura.

Lead Generation · 9 min read

Immigration Lawyer Leads: Find Firms by City

Find immigration lawyer leads by city using Google Maps searches, firm websites, phone numbers, ratings, and source URLs. Build CSV lists with Clura.

Lead Generation · 10 min read

Personal Injury Lawyer Leads: Build a Local List

Build personal injury lawyer leads from Google Maps by city, practice area, website, phone, rating, and source URL. Use Clura to preview and export local firm lists.

Ecommerce

Ecommerce · 11 min read

Competitor Price Tracker That Returns Real Prices in 2026

Most competitor price tracking software has block rates of 38–55% and returns prices $4–11 higher than what customers actually pay — because platforms serve inflated prices to detected bots. This guide explains how browser-native price monitoring agents bypass detection, compares every major tool by actual block rate and cost, and shows a free setup that outperforms $299/mo SaaS on accuracy.

Social Media Scraping

Social Media Scraping · 10 min read

Pinterest Scraper: Boards, Pins & Images Without the API Wait

Pinterest's developer API requires a 2–4 week approval process and caps free accounts at 1,000 requests/day. Public boards are fully scrapable without an API key. Here's the CDN URL trick, the Playwright board workflow, and why Python requests gets blocked 62% of the time.

Web Scraping Tools

Web Scraping Tools · 8 min read

Telegram Scraper: What Works and What Gets You Banned

Telegram has an official Python library for reading message history. It also bans accounts that use it for member scraping. Here's what's actually safe to extract, what triggers account restrictions, and the no-code path for public channel data.

Web Scraping Tools · 7 min read

YouTube Channel Scraper: Export Subscriber and Video Stats

YouTube channel pages expose subscriber counts, total views, video counts, upload dates, and per-video performance — all publicly visible without the API. Here's how to extract channel data for influencer vetting, competitor research, and market sizing, with real block rates and a working no-code workflow.

Web Scraping Tools · 7 min read

YouTube Comment Scraper: Export Comments Without API Limits

YouTube's commentThreads.list API costs 1 unit per request but caps out at 10,000 comments per day before quota resets. For sentiment analysis, brand monitoring, and research, there's a faster path — browser-based extraction with no quota and a dedicated comment extractor workflow.