Scraping web pages with infinite scrolling using python, bs4 and selenium
Scroll function
This function takes two arguments. The driver that is being used and a timeout. The driver is used to scroll and the timeout is used to wait for the page to load.
def scroll(driver, timeout):
scroll_pause_time = timeout
# Get scroll height
last_height = driver.execute_script("return document.body.scrollHeight")
while True:
# Scroll down to bottom
driver.execute_script("window.scrollTo(0, document.body.scrollHeight);")
# Wait to load page
time.sleep(scroll_pause_time)
# Calculate new scroll height and compare with last scroll height
new_height = driver.execute_script("return document.body.scrollHeight")
if new_height == last_height:
# If heights are the same it will exit the function
break
last_height = new_height
Here is an example using the function
from selenium import webdriver
from selenium.webdriver.common.keys import Keys
from selenium.webdriver.firefox.options import Options
from bs4 import BeautifulSoup
# Your options may be different
options = Options()
options.set_preference('permissions.default.image', 2)
options.set_preference('dom.ipc.plugins.enabled.libflashplayer.so', False)
def all_links(url):
# Setup the driver. This one uses firefox with some options and a path to the geckodriver
driver = webdriver.Firefox(options=options ,executable_path='./geckodriver')
# implicitly_wait tells the driver to wait before throwing an exception
driver.implicitly_wait(30)
# driver.get(url) opens the page
driver.get(url)
# This starts the scrolling by passing the driver and a timeout
scroll(driver, 5)
# Once scroll returns bs4 parsers the page_source
soup_a = BeautifulSoup(driver.page_source, 'lxml')
# Them we close the driver as soup_a is storing the page source
driver.close()
# Empty array to store the links
links = []
# Looping through all the a elements in the page source
for link in soup_a.find_all('a'):
# link.get('href') gets the href/url out of the a element
links.append(link.get('href'))
return links
And that's how you scrap a page with infinite scrolling
Top comments (8)
Hi, thanks so much for the post, it really helped me a lot.
Do you by any chance know why when scrolling through page that has a lot of content I get different results, in a sense that page doesn't always end with the same content, even though it is clearly seen that it reached the end of the page?
For instance I have been trying to scrape posts from an instagram page that has more than 50000 posts and almost everytime I get different results and never do I get even near 50000. Closest I got to was around 20000, but most of the time it is between 5 and 10 thousand.
Do you think this is Instagram related or it has to do with my code?
Any thought will be appreciated.
Thanks in advance :)
Could be Instagram trying to stop scraping or could be a issue with your code could also be a issue with the page to loading in time
Thanks
I get a NameError.
NameError: name 'time' is not defined
'time' in the scroll function.
Does anyone have any idea how to fix this?
the scroll function uses the package time for sleeping
at the top of your project do
Thank you sososososo much!!!! you helped us solve a great great problem :D
Gracias infinitas <3
Man, this script has helped me a lot at work. Thank you for this!