How to Scrape Google Trends Data
Learn 3 clear methods—Pytrends, JSON endpoints, Selenium—plus rotating GoProxy tips to reliably scrape Google Trends data.
Jul 1, 2025
Complete guide to web scraping with Pydoll—install, write your first scraper, bypass Cloudflare, rotate with GoProxy, and scale.
Web scraping powers everything from competitive research to data-driven product development. But modern websites—rich in JavaScript and guarded by anti‑bot services—pose real challenges. Enter Pydoll: an async-first, zero-WebDriver Python library that speaks directly to Chromium via DevTools Protocol. Paired with GoProxy’s rotating proxies, you’ll overcome rate limits, CAPTCHAs, and geo-blocks. This guide walks beginners through setup and first scripts, then shows professionals how to scale, intercept requests, and automate complex workflows.
Pydoll stands out as a modern scraping tool with features that cater to both novices and experts:
This guide pairs Pydoll with GoProxy to address these challenges head-on.
Let’s set up your system to start scraping. Follow these steps carefully:
Isolate your project dependencies:
bash
python3 -m venv pydoll_env
source pydoll_env/bin/activate # Windows: pydoll_env\Scripts\activate
Ensure you’re using the latest package manager:
bash
pip install --upgrade pip
Pydoll requires Python 3.8+. Install it with:
bash
pip install pydoll-python
Quick Check: Run python -c "import pydoll; print(pydoll.__version__)" to confirm installation. If Pydoll can’t find your browser, specify its path later (e.g., Chrome’s executable location).
Let’s scrape quotes from Quotes to Scrape, a JavaScript-rendered demo site. Here’s a beginner-friendly example:
python
import asyncio
from pydoll import Browser
async def main():
async with Browser() as browser:
page = await browser.new_page()
await page.goto('https://quotes.toscrape.com/js-delayed/?delay=2000')
await page.wait_for_selector('.quote') # Wait for JS to load quotes
quotes = await page.query_selector_all('.quote')
for quote in quotes:
text = await (await quote.query_selector('.text')).inner_text()
author = await (await quote.query_selector('.author')).inner_text()
print(f'"{text}" - {author}')
await browser.close()
asyncio.run(main())
Launches a headless Chrome browser.
Navigates to the site and waits for the .quote elements to appear.
Extracts and prints each quote and author.
Beginner Tip: The wait_for_selector ensures dynamic content loads before scraping—crucial for JS-heavy sites.
To scrape at scale without IP bans, integrate GoProxy’s rotating proxies. Here’s how:
Sign up at GoProxy. From the dashboard, note your host, port, username, and password.
Update your script with proxy settings:
python
from pydoll import Browser, BrowserOptions
opts = BrowserOptions(
proxy={
"host": "proxy.goproxy.io",
"port": 8000,
"username": "your_username",
"password": "your_password"
}
)
async with Browser(options=opts) as browser:
page = await browser.new_page()
await page.goto('https://quotes.toscrape.com/js-delayed/?delay=2000')
# Add scraping logic here
Pro Tips:
Rotate IPs: Restart the browser instance to switch proxies.
Mimic Humans: Add random delays (await asyncio.sleep(random.uniform(1, 3))) between requests.
Monitor Usage: Check GoProxy’s dashboard to avoid hitting limits.
Sites often use Cloudflare or CAPTCHAs to block bots. Pydoll provides two solutions:
Bypass Cloudflare for a single navigation:
python
from pydoll import bypass_cloudflare
async with bypass_cloudflare():
await page.goto('https://protected-site.com')
# Scrape here
Enable CAPTCHA solving for the session:
python
await browser.enable_auto_solve_cloudflare_captcha()
# Disable with: await browser.disable_auto_solve_cloudflare_captcha()
Success depends on IP reputation. Use GoProxy’s residential proxies (not datacenter IPs) for better results.
Take your scraping to the next level with these professional-grade features:
Scrape multiple URLs simultaneously:
python
import asyncio
from pydoll import Browser
async def scrape_url(url):
async with Browser() as browser:
page = await browser.new_page()
await page.goto(url)
# Add extraction logic
return await page.title()
async def main():
urls = ['url1', 'url2', 'url3']
titles = await asyncio.gather(*(scrape_url(u) for u in urls))
print(titles)
asyncio.run(main())
Block unnecessary resources (e.g., images) to boost speed:
python
async def on_request(request):
if "image" in request.resource_type or "analytics" in request.url:
await request.abort()
else:
await request.continue_()
page.on("request", on_request)
Archive your results:
python
await page.screenshot(path="output.png", full_page=True)
await page.pdf(path="report.pdf", format="A4")
Issue | Solution |
403/429 Rate Limits | Use GoProxy rotation; add await asyncio.sleep() between tasks. |
CAPTCHA Failures | Switch to residential IPs; slow down concurrency; retry with backoff. |
Browser Not Found | Specify binary_location in BrowserOptions. |
High Memory Usage | Limit concurrent pages; restart Browser every N tasks |
Docker Sandbox Errors | Pass --no-sandbox, --disable-dev-shm-usage via extra_arguments. |
Pydoll’s roadmap promises exciting updates:
Multi-Browser Support: Firefox and WebKit adapters expected by Q4 2025.
Stealth Enhancements: Improved evasion for advanced anti-bot systems.
Plugins: Community tools for testing and data processing.
Follow updates on Pydoll’s GitHub or documentation.
By combining Pydoll’s async browser automation with GoProxy’s rotating proxies, you can reliably scrape today’s most challenging, JavaScript‑driven websites. Beginners will appreciate the zero‑WebDriver setup and clear first scripts; pros will leverage advanced concurrency, interception, and export features. Follow this guide step by step—then explore Pydoll’s official docs and community plugins to push your scraping projects even further.
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