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We don’t need any special packages to transform data in this scraper.

Transform the data into a usable format – The data transformation and cleaning module of this scraper.

For this tutorial, we will use Beautifulsoup along with Python’s own HTML Parser library. It works with HTML parsers to provide idiomatic ways of navigating, searching and modifying the parse tree. For parsing the HTML, we will use BeautifulSoup 4, a library used for pulling data out of HTML and XML files.

Parse the downloaded data using an HTML Parser to extract some data.

We will use Python’s built-in URL handling library – urllib to download the HTML of the web page. In later posts of this series, we show you how to build more complex scrapers that need web crawlers. This scraper does not need a web crawling component as we are only extracting data from a single link.

Send a request to and download the HTML Content of the page.

Let’s build a very basic web scraper using Python and BeautifulSoup and scrape the top links from. In this tutorial we will learn how to create a web scraper using Python and BeautifulSoup in order scrape Reddit. This article is the continuation of our Beginners Guide to Web Scraping Series.