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Browser automation
Scrapegraph-ai
AI-powered scraping that automatically generates extraction logic based on natural language queries.
Overview
Scrapegraph-ai uses LLMs to analyze web pages and extract specific information without predefined CSS selectors or XPath rules. It creates a graph-based representation of the webpage to guide the extraction process, making it highly adaptable to sites with changing layouts or unstructured data.
Best for
- Extracting complex data from sites with no clear structure
- Teams that don't want to write CSS selectors
Trade-offs
vs BeautifulSoup
Scrapegraph-ai is slower and costs LLM tokens but requires zero selector maintenance; BeautifulSoup is fast/free but brittle and requires manual selector writing.
vs Firecrawl
Scrapegraph-ai is self-hosted/open-source; Firecrawl is a managed API with better out-of-the-box reliability for dynamic sites.
What XeroHack pre-wires
When you pick Scrapegraph-ai in the interview, the engine emits these files into your scaffold:
- smart-scraper
- json-scraper
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