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How To Scrape Google With Python by@tuangeek

How To Scrape Google With Python

Tuan Hacker Noon profile picture


Coder. Builder. Indie Hacker. Coffee Drinker. Twitch Viewer. Gym Enthusiast.

Ever since Google Web Search API deprecation in 2011, I’ve been searching for an alternative. I need a way to get links from Google search into my Python script. So I made my own, and here is a quick guide on scraping Google searches with requests and Beautiful Soup.

First, let’s install the requirements. Save the following into a text file name requirements.txt

import urllib
import requests
from bs4 import BeautifulSoup

Google returns different search results for `mobile vs. desktop. So depending on the use case, we need to specify appropriate user-agent.

# desktop user-agent
USER_AGENT = "Mozilla/5.0 (Macintosh; Intel Mac OS X 10.14; rv:65.0) Gecko/20100101 Firefox/65.0"
# mobile user-agent
MOBILE_USER_AGENT = "Mozilla/5.0 (Linux; Android 7.0; SM-G930V Build/NRD90M) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/59.0.3071.125 Mobile Safari/537.36"

To perform a search, Google expects the query to be in the parameters of the URL. Additionally, all spaces must be replace with a +. To build the URL, we properly format the query and put it into the q parameter.

query = "hackernoon How To Scrape Google With Python"
query = query.replace(' ', '+')
URL = f"{query}"

Making the request is easy. However requests expects the user-agent to be in the headers. To properly set the headers, we must pass in a dictionary for the headers.

headers = {"user-agent": USER_AGENT}
resp = requests.get(URL, headers=headers)

Next is parsing the data and extracting all anchor links from the page. That is easy with Beautiful Soup. As we iterate through the anchors, we need to store the results into a list.

<br class="Apple-interchange-newline">
if resp.status_code == 200:
    soup = BeautifulSoup(resp.content, "html.parser")
    results = []
    for g in soup.find_all('div', class_='r'):
        anchors = g.find_all('a')
        if anchors:
            link = anchors[0]['href']
            title = g.find('h3').text
            item = {
                "title": title,
                "link": link

That is it. This script is pretty simple and error-prone. But should get you started with your own Google Scraper. You can clone or download the entire script over at the git repo.

There are also some caveats with scraping Google. If you perform too many requests over a short period, Google will start to throw a captcha at you. This is annoying and will limit how much or how fast you scrape.


That is why we created a Google Search API which lets you perform unlimited searches without worrying about captcha.

Previously published at