The Problem
Extracting Google Shopping data for price tracking requires proxy management, captcha solving, and session rotation. Residential proxies cost $10-15/GB, datacenter proxies get blocked within 20 requests, and even expensive providers have IPs that are already flagged by Google.
The Scavio Solution
Use a structured search API that returns Google Shopping listings as typed JSON. The API handles Google's anti-bot measures internally. You get product names, prices, sellers, and availability without managing any proxy infrastructure.
Before
Before switching, a price tracking team used rotating residential proxies at $12/GB. Captcha hit rate was 15-20% of requests. Proxy cost: $80/month. Captcha solving: $15/month. Engineering time maintaining parsers: 4 hours/week. Success rate: 75-80%.
After
After switching to a search API, the same team gets Shopping data at $0.005/query with 99%+ success rate. 2,000 products/day = $10/day ($300/month). No proxy management, no parser maintenance, no captcha costs. Engineering time: zero ongoing.
Who It Is For
Ecommerce teams, price tracking services, and dropshippers who need Google Shopping data without managing proxy infrastructure.
Key Benefits
- No proxy infrastructure or rotation logic needed
- 99%+ success rate vs 75-80% with proxies
- Structured JSON eliminates HTML parsing
- Google Shopping grid data: price, seller, availability
- $0.005/query vs $80+/month proxy + captcha costs
Python Example
import requests, os
H = {'x-api-key': os.environ['SCAVIO_API_KEY']}
def shopping_data(product):
r = requests.post('https://api.scavio.dev/api/v1/search', headers=H,
json={'platform': 'google', 'query': f'{product} price'},
timeout=10).json()
results = r.get('organic_results', [])[:5]
return [{'title': r.get('title', ''), 'price': r.get('price', 'N/A'),
'source': r.get('source', '')} for r in results]
for item in shopping_data('Sony WH-1000XM5'):
print(f"{item['title'][:40]} - {item['price']} ({item['source']}")JavaScript Example
const H = {'x-api-key': process.env.SCAVIO_API_KEY, 'Content-Type': 'application/json'};
async function shoppingData(product) {
const r = await fetch('https://api.scavio.dev/api/v1/search', {
method: 'POST', headers: H,
body: JSON.stringify({platform: 'google', query: `${product} price`})
}).then(r => r.json());
return (r.organic_results || []).slice(0, 5).map(r => ({
title: r.title, price: r.price || 'N/A', source: r.source || ''
}));
}
shoppingData('Sony WH-1000XM5').then(d => d.forEach(i => console.log(`${i.title} - ${i.price}`)));Platforms Used
Web search with knowledge graph, PAA, and AI overviews