Data Pipelines

Scrapegraph-ai

Python scraper powered by AI for efficient web data extraction

Status
Generally available
Last checked
Checked · Oct 16, 2026
License
Open source
Pricing
Free tier · from $0

What it is

Scrapegraph-ai is an advanced Python-based scraping tool that leverages artificial intelligence to automate and optimize the process of extracting structured data from websites. It simplifies complex scraping tasks, making it a valuable asset for developers and data collectors.

Scrapegraph-ai stands out as an AI-native tool designed specifically to enhance the efficiency and accuracy of Python-based web scraping tasks, offering unique capabilities in automated data extraction.

When it fits — and when it doesn’t

A good fit for

  • Teams needing to automate complex and dynamic web scraping tasks

  • Projects requiring efficient extraction of structured data from websites

  • Developers looking for an AI-powered solution to enhance their scraping capabilities

Look elsewhere if

  • Users who require real-time data streaming (Scrapegraph-ai is batch-oriented)

  • Applications that need a cloud-based managed service for web scraping

Known weaknesses

Each one links to the public issue, changelog or docs page it came from, where we have one.

  1. 01

    Limited documentation for advanced use cases

    Official docs lack examples for complex scraping tasks and AI customization

  2. 02

    Performance issues with large-scale data extraction

    Scraping more than 10,000 pages can lead to significant slowdowns or API rate limits

What it does well

  • AI-driven data extraction

  • Support for complex web scraping tasks

  • Efficient and automated scraping processes

Pricing

Free tier
YesOpen source — free to use
Paid from
$0
Model
Flat rate
Enterprise plan
No

Pricing not independently confirmed — check the vendor’s page.

Performance benchmarks

How Fast Is It?

Set up Scrapegraph-ai

Setup steps, common gotchas and what to check after 30 days.

Open the setup guide →