ScrapeGraphAI

ScrapeGraphAI is an LLM-powered web-scraping API that turns any page into clean, structured data—no brittle selectors, no maintenance headaches. Built for developers and data teams, it handles dynamic sites, anti-bot shields and multi-page crawls through simple natural-language prompts.

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ai web scraperllm scraping apismart data extractionpython scraping libraryautomated data collectionscraping without rulesmarket intelligence toolstructured data api

Features of ScrapeGraphAI

LLM semantic parsing—scrapes even when HTML changes

SmartScraperGraph & SearchGraph pipelines for single or multi-page jobs

Returns ready-to-use JSON; no post-cleaning needed

Swap models in one line: OpenAI, Gemini, Groq, Azure, Ollama

Native Python & TypeScript SDKs drop straight into your stack

Plug into LangChain, LlamaIndex, n8n, Zapier for no-code flows

Describe what you want in plain English—no XPath or CSS required

Use Cases of ScrapeGraphAI

Track e-commerce prices, stock and competitor moves 24/7

Feed fresh web data to RAG or AI agents for richer answers

Harvest leads—company profiles, contacts, funding rounds—in bulk

Build domain-specific datasets for research without manual copy-paste

Add scraping super-powers to your own SaaS or marketplace

Monitor real-estate or job boards in real time for market insights

FAQ about ScrapeGraphAI

QWhat is ScrapeGraphAI?

ScrapeGraphAI is an API and SDK suite that uses large language models to extract structured data from web pages through natural-language instructions, replacing fragile rule-based scrapers.

QWhat can it do?

It offers semantic scraping, single/multi-page crawl graphs, JSON output, support for major LLMs, and drop-in SDKs for Python and TypeScript—so you get clean data with almost zero config.

QDo I need to code?

Yes—basic Python or JavaScript is required. You can also run it inside n8n, Zapier or Make for low-code workflows.

QWhich LLMs are supported?

OpenAI GPT, Google Gemini, Groq, Azure OpenAI and local models via Ollama.

QHow does it handle login walls or anti-bot protection?

The AI adapts to markup changes, but heavy shields (CAPTCHAs, strict rate limits) still need custom proxies, sessions or CAPTCHA solving. Always respect site terms and local laws.

QIs it free?

You need an API key after sign-up. Check the official pricing page for free tiers, pay-as-you-go or subscription plans.

QCan I use the scraped data commercially?

That depends on the target site’s ToS and your local regulations. You’re responsible for ensuring lawful, compliant use.

QHow is it better than BeautifulSoup or Scrapy?

Instead of writing and maintaining selectors, you describe the data you want in plain English. The LLM figures out the page, survives redesigns and returns structured JSON—cutting dev time from hours to minutes.

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