Google Shopping Scraper: Accurate Google Shopping Pricing and Seller Data Extraction

import requests
from bs4 import BeautifulSoup

HEADERS = {
    "User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64)",
    "Accept-Language": "en-US,en;q=0.9",
}

def scrape_google_shopping_results(url):
response = requests.get(url, headers=HEADERS)

if response.status_code != 200:
return []

soup = BeautifulSoup(response.text, "lxml")
products = []

items = soup.select("div.sh-dgr__content")

for item in items:
title = item.select_one("h4")
price = item.select_one(".a8Pemb")
rating = item.select_one(".QIrs8")
seller = item.select_one(".aULzUe")

product_data = {
"Product_Title": title.text.strip() if title else "N/A",
"Product_Price": price.text.strip() if price else "N/A",
"Product_Rating": rating.text.strip() if rating else "N/A",
"Seller_Name": seller.text.strip() if seller else "N/A"
}

products.append(product_data)

return products