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Tutorial

How to Reverse-Engineer Google Finance Data with Scavio

Pull tickers, prices, and news from Google Finance via Scavio's SERP. Cleaner than direct scraping, no proxies, no captcha walls.

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Direct Google Finance scraping is a maze of dynamic widgets and rotating selectors. The cleaner path uses SERP queries scoped to `site:google.com/finance` plus Scavio's extract endpoint. This tutorial walks the pattern that returns ticker pages as typed JSON without proxies or headless browsers.

Prerequisites

  • Python 3.10+
  • Scavio API key

Walkthrough

Step 1: Search a ticker

Scavio SERP scoped to Google Finance.

Python
import requests, os
API_KEY = os.environ['SCAVIO_API_KEY']

def ticker_search(symbol):
    r = requests.post('https://api.scavio.dev/api/v1/google',
        headers={'x-api-key': API_KEY},
        json={'query': f'site:google.com/finance {symbol}'})
    return r.json().get('organic_results', [])

Step 2: Extract the ticker page

Scavio extract returns markdown.

Python
def fetch_ticker(url):
    r = requests.post('https://api.scavio.dev/api/v1/extract',
        headers={'x-api-key': API_KEY},
        json={'url': url, 'format': 'markdown'})
    return r.json().get('markdown', '')

Step 3: Pull related news

Scavio news search adds context.

Python
def ticker_news(symbol):
    r = requests.post('https://api.scavio.dev/api/v1/google',
        headers={'x-api-key': API_KEY},
        json={'query': f'{symbol} stock news', 'search_type': 'news'})
    return r.json().get('news_results', [])[:10]

Step 4: Cross-check with SEC SERP

Find recent 10-Q filings via SERP.

Python
def filings(symbol):
    r = requests.post('https://api.scavio.dev/api/v1/google',
        headers={'x-api-key': API_KEY},
        json={'query': f'site:sec.gov 10-Q {symbol}'})
    return r.json().get('organic_results', [])[:5]

Step 5: Compose ticker brief

Markdown brief with price, news, filings.

Python
def brief(symbol):
    return {'page': fetch_ticker(ticker_search(symbol)[0]['link']), 'news': ticker_news(symbol), 'filings': filings(symbol)}

Python Example

Python
import os, requests
API_KEY = os.environ['SCAVIO_API_KEY']

def finance_brief(symbol):
    p = requests.post('https://api.scavio.dev/api/v1/google',
        headers={'x-api-key': API_KEY},
        json={'query': f'site:google.com/finance {symbol}'}).json()
    n = requests.post('https://api.scavio.dev/api/v1/google',
        headers={'x-api-key': API_KEY},
        json={'query': f'{symbol} stock news', 'search_type': 'news'}).json()
    return {'pages': p.get('organic_results',[])[:3], 'news': n.get('news_results',[])[:5]}

print(finance_brief('AAPL'))

JavaScript Example

JavaScript
const API_KEY = process.env.SCAVIO_API_KEY;
export async function financeBrief(symbol) {
  const headers = { 'x-api-key': API_KEY, 'Content-Type': 'application/json' };
  const [p, n] = await Promise.all([
    fetch('https://api.scavio.dev/api/v1/google', { method:'POST', headers, body: JSON.stringify({ query: `site:google.com/finance ${symbol}` }) }).then(r => r.json()),
    fetch('https://api.scavio.dev/api/v1/google', { method:'POST', headers, body: JSON.stringify({ query: `${symbol} stock news`, search_type: 'news' }) }).then(r => r.json())
  ]);
  return { p, n };
}

Expected Output

JSON
Per-ticker brief with Google Finance page extract, recent news, and SEC filings — all via SERP queries, no direct scraping required.

Related Tutorials

  • How to Scrape Google News with Python and Scavio
  • How to Track AI Citations vs. SEO Rankings
  • How to Build a Review-Mining Agent

Frequently Asked Questions

Most developers complete this tutorial in 15 to 30 minutes. You will need a Scavio API key (free tier works) and a working Python or JavaScript environment.

Python 3.10+. Scavio API key. A Scavio API key gives you 50 free credits on signup.

Yes. The free tier includes 50 credits on signup, which is more than enough to complete this tutorial and prototype a working solution.

Scavio has a native LangChain package (langchain-scavio), an MCP server, and a plain REST API that works with any HTTP client. This tutorial uses the raw REST API, but you can adapt to your framework of choice.

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Start Building

Pull tickers, prices, and news from Google Finance via Scavio's SERP. Cleaner than direct scraping, no proxies, no captcha walls.

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