Download a ChromeDriver that is compatible with your chrome version from here and put it in the same folder with the code.
I have used “headless” as the option for webdriver to make the code run faster. If you want to see the scraping process, uncomment two lines of scroll in extract_and_scroll() function and use this line of code in search_item_in_website() function to define the driver:
driver = webdriver.Chrome(service=service)
Selenium
ChromeDriver