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Data extraction

Easily extract data with CSS or XPATH selectors.
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We will parse all this HTML so you don't have to.

Extraction from simple CSS selector
Nested extraction
Attribute extraction
Full page rendering
Output cleaning

# pip install scrapingbee

from scrapingbee import ScrapingBeeClient

client = ScrapingBeeClient(api_key='YOUR-API-KEY')
response = client.get(
            "title" : "h1",
            "subtitle" : "#subtitle",
            "articles": {
                "selector": ".card",
                "type": "list",
                "output": {
                    "title": ".post-title",
                    "link": ".post-title@href",
                    "description": ".post-description"
print('Response HTTP Status Code: ', response.status_code)
print('Response HTTP Response Body: ', response.json())


Response HTTP Status Code: 200

  "title": "The ScrapingBee Blog",
  "subtitle": " We help you get better at web-scraping: detailed tutorial, case studies and writing by industry experts",
  "articles": [
      "title": "  Block ressources with Puppeteer - (5min)",
      "link": "",
      "description": "This article will show you how to intercept and block requests with Puppeteer using the request interception API and the puppeteer extra plugin."
      "title": "  Web Scraping vs Web Crawling: Ultimate Guide - (10min)",
      "link": "",
      "description": "What is the difference between web scraping and web crawling? That's exactly what we will discover in this article, and the different tools you can use."

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Structured, localised data

With our SERP Scraper, businesses can get structured data in HTML or JSON format, allowing them to analyze and store it easily. Select a specific area and we’ll deliver accurate, hyper-localized search results.
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FreshGeo discovers all relevant data items & URLs on a website (for example, all products on an e-Commerce site), which are often not accessible when trying to collect data yourself.
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Get pre-collected datasets that cover a wide range of data points of entire websites. Identify and analyze trends, find companies, people, and social media influencers, optimize your eCommerce activity, or obtain data for your machine learning algorithms.
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