How to Scrape Data from a Webpage with Infinite Scrolling using Python and BeautifulSoup

Irfan Basyar
2 min readAug 2, 2023

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To scrape data from a webpage with infinite scrolling using Python and BeautifulSoup, you’ll need to use an additional tool like Selenium to automate the browser and simulate user behavior in scrolling the page.

Here are the general steps to perform web scraping on a page with infinite scrolling using Python, BeautifulSoup, and Selenium:

  1. Install the required libraries: Make sure you have installed BeautifulSoup, Requests, and Selenium. Additionally, you’ll need to download the appropriate web driver for the browser you’ll be using with Selenium (e.g., Chrome or Firefox).
  2. Import the libraries and create a WebDriver session: Set up and initialize the WebDriver session that Selenium will use to automate the browser.
  3. Open the URL of the webpage: Open the webpage in the WebDriver session using the get() method.
  4. Scroll the page until all data is loaded: Simulate scrolling the page using JavaScript through the WebDriver. You can use JavaScript to scroll the page in a loop until all the desired data is loaded.
  5. Fetch the data using BeautifulSoup: After all the data is loaded, extract the desired data from the page using BeautifulSoup as usual.
  6. Process and save the data: Process the extracted data and save it as needed.

Here’s a short code example to perform scraping on a page with infinite scrolling using BeautifulSoup and Selenium:

from bs4 import BeautifulSoup
from selenium import webdriver
import time

# Initialize WebDriver
driver = webdriver.Chrome() # You should replace this with the appropriate web driver you're using (Chrome, Firefox, etc.)

# Open the URL of the webpage
url = "https://www.examplewebsite.com"
driver.get(url)

# Automatically scroll the page
scroll_pause_time = 2 # Pause between each scroll
screen_height = driver.execute_script("return window.screen.height;") # Browser window height
i = 1
while True:
# Scroll down
driver.execute_script(f"window.scrollTo(0, {screen_height * i});")
i += 1
time.sleep(scroll_pause_time)

# Check if reaching the end of the page
scroll_height = driver.execute_script("return document.body.scrollHeight;")
if screen_height * i > scroll_height:
break

# Fetch the data using BeautifulSoup after all data is loaded
soup = BeautifulSoup(driver.page_source, "html.parser")
# Process and save the data as needed

# Close the WebDriver session
driver.quit()

Make sure to replace "https://www.examplewebsite.com" with the URL of the webpage you want to scrape.

Remember, web scraping should always be done ethically and following the rules of the target website. Always check the website’s robots.txt file and ensure you have permission, if necessary, before scraping.

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