Extract web data with Scrapegraph-ai, a Python scraper. For founders, with 27k+ GitHub stars
intermediateโฑ 30 minutes๐ต Free (self-hosted)
27,911 stars2,673 forksPythonQuality 9/10Updated 6/25/2026100% free ยท open source
What it is
Use Scrapegraph AI to pull data from websites and pages with AI-driven scraping.
What you can make with it
Automations like: when a new Stripe customer signs up, add them to Notion and send a welcome email via Resend.
How it helps
Save time by automating repetitive scraping tasks and improve the accuracy of your web data extractions.
Real use case example
"A founder wants to find new suppliers for her e-commerce business. She can use ScrapeGraph AI to quickly pull product data from Amazon and other websites, saving hours of manual data entry and giving her valuable market insights. She can then integrate the scrapped data with her own sales platform and supplier relationships, giving her a competitive edge in the market."
If you're new
Beginners can pick up this skill early on to get a feel for AI-driven data extraction.
If you're senior
Senior developers and founders will reach for this skill when they need a fast, reliable way to scrape large amounts of data from websites and integrate it into their applications.
Common confusion cleared up
Some users might think ScrapeGraph AI only pulls data from well-structured websites, but it can actually handle unstructured websites and pages as well.
Best inside these AI tools
Claude DesktopCursor
Pairs with
Stripe webhookNotion database
Why we list it on WorkflowStacks: This skill is included because ScrapeGraph AI is a free, open-source tool with over 26,700+ GitHub stars, making it a valuable option for data-intensive projects.
What it does
Scrapegraph-ai is a Python-based web scraper that utilizes artificial intelligence to extract data from websites.
Install / run
pip install scrapegraph-ai
When to use it
โขWhen you need to extract specific data from a website that has a complex structure
โขWhen you want to automate the process of monitoring website changes or updates
โขWhen you need to gather data from multiple websites with similar structures
Quick start
1Clone the Scrapegraph-ai repository from GitHub using the command `git clone https://github.com/ScrapeGraphAI/Scrapegraph-ai.git`
2Navigate to the project directory using `cd Scrapegraph-ai`
3Run the scraper using the command `python scrapegraph_ai.py -u <url> -d <data>`
4Configure the scraper by modifying the `scrapegraph_ai.json` file to specify the data you want to extract
5Use the `-h` flag to view the available command-line options, e.g. `python scrapegraph_ai.py -h`