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Python | Extract URL from HTML using lxml

Last Updated : 12 Jul, 2025

Link extraction is a very common task when dealing with the HTML parsing. For every general web crawler that's the most important function to perform. Out of all the Python libraries present out there,

lxml

is one of the best to work with. As explained in this article, lxml provides a number of helper function in order to extract the links.

lxml installation -

It is a Python binding for C libraries -

libxslt

and

libxml2

. So, maintaining a Python base, it is very fast HTML parsing and XML library. To let it work - C libraries also need to be installed. For installation instruction, follow

this link

Command to install -

sudo apt-get install python-lxml or
pip install lxml

What is lxml?

It is designed specifically for parsing HTML and therefore comes with an html module. HTML string can be easily parsed with the help of

fromstring()

function. This will return the list of all the links. The

iterlinks()

method has four parameters of tuple form -

element : Link is extracted from this parsed node of the anchor tag. If interested in the link only, this can be ignored. attr : attribute of the link from where it has come from, that is simply 'href' link : The actual URL extracted from the anchor tag. pos : The anchor tag numeric index of the anchor tag in the document.

Code #1 : Python3


 # importing library
from lxml import html
string_document = html.fromstring('hi <a href ="/world">geeks</a>')

# actual url
link = list(string_document.iterlinks())

# Link length
print ("Length of the link : ", len(link)

Output :

Length of the link : 1

Code #2 : Retrieving the iterlinks() tuple Python3


 (element, attribute, link, pos) = link[0]
    
print ("attribute : ", attribute)
print ("\nlink : ", link)
print ("\nposition : ", position)

Output :

attribute : 'href'

link : '/world'

position : 0

Working -

ElementTree is built up when lxml parses the HTML. ElementTree is a tree structure having parent and child nodes. Each node in the tree is representing an HTML tag and it contains all the relative attributes of the tag. A tree after its creation can be iterated on to find elements. These elements can be an anchor or link tag. While the lxml.html module contains only HTML-specific functions for creating and iterating a tree,

lxml.etree module

contains the core tree handling code.

HTML parsing from files -

Instead of using

fromstring()

function to parse an HTML,

parse()

function can be called with the filename or the URL - like

html.parse('http://the/url')

html.parse('/path/to/filename')

. Same result will be generated as loaded in the URL or file as in the string and then call

fromstring()

Code #3 : ElementTree working Python3 1==


 import requests
import lxml.html

# requesting url
web_response = requests.get('https://www.geeksforgeeks.org/')

# building
element_tree = lxml.html.fromstring(web_response.text)

tree_title_element = element_tree.xpath('//title')[0]

print("Tag title : ", tree_title_element.tag)
print("\nText title :", tree_title_element.text_content())
print("\nhtml title :", lxml.html.tostring(tree_title_element))
print("\ntitle tag:", tree_title_element.tag)
print("\nParent's tag title:", tree_title_element.getparent().tag)

Output :

Tag title :  title

Text title : GeeksforGeeks | A computer science portal for geeks

html title : b'GeeksforGeeks | A computer science portal for geeks\r\n'

title tag: title

Parent's tag title: head

Using request to scrap -request

is a Python library, used to scrap the website. It requests the URL of the webserver using

get()

method with URL as a parameter and in return, it gives the Response object. This object will include details about the request and the response. To read the web content,

response.text()

method is used. This content is sent back by the webserver under the request.

Code #4 : Requesting web server Python3 1==


 import requests

web_response = requests.get('https://www.geeksforgeeks.org/')
print("Response from web server : \n", web_response.text)

Output :

It will generate a huge script, of which only a sample is added here.

Response from web server : 

<!DOCTYPE html>
<!--[if IE 7]>
<html class="ie ie7" lang="en-US" prefix="og: https://ogp.me/ns/">
<![endif]-->
<<!-->
<html lang="en-US" prefix="og: https://ogp.me/ns/" >
...
...
...

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