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How-to

Short answers to one job at a time.

How-to9 min read

How to Scrape Thumbtack Listings with an API

Use Thumbtack’s authorized Businesses Search API to find pros. Learn the OAuth flow, search-context approach, code structure, and the limits of automated page scraping.

How-to12 min read

How to Scrape Betta Category Pages

Learn to scrape Betta category pages responsibly with Python, BeautifulSoup, or Scrapy. Handle pagination, JavaScript, deduplication, and validation.

How-to10 min read

How to Avoid Web Scraper Blocking

Learn how to crawl responsibly without triggering blocks: permission, robots.txt, APIs, honest identity, pacing, backoff, retries, and safer alternatives.