Solution

Replace ScrapingAnt Scraping with Structured SERP API

ScrapingAnt charges variable credits per request (1-125 based on JS rendering and proxy type). For data available in search results -- product prices, business listings, reviews --

The Problem

ScrapingAnt charges variable credits per request (1-125 based on JS rendering and proxy type). For data available in search results -- product prices, business listings, reviews -- raw scraping with proxy management is unnecessary overhead. HTML parsing breaks when sites change layouts.

The Scavio Solution

Identify which ScrapingAnt queries target search-indexed data (Amazon products, Google business info, Walmart prices). Replace those with Scavio API calls that return the same data as structured JSON. Keep ScrapingAnt only for queries that target behind-auth or custom DOM content that is not in search results.

Before

Before the switch, the team ran 50K ScrapingAnt requests/month with JS rendering enabled (10 credits/request = 500K credits on the $49/mo plan). Scrapers broke 2-3 times per month when Amazon updated their product page layout.

After

After switching search-indexed queries to Scavio, 40K of the 50K requests move to the API at $0.005/request ($200/month). Remaining 10K requests stay on ScrapingAnt for behind-auth pages ($19/mo plan is sufficient). Total cost: $219/mo vs $49/mo, but zero maintenance and zero breakage. Net savings when accounting for 4 hours/month of scraper repair at developer rates.

Who It Is For

Teams using ScrapingAnt for data that appears in search results (product listings, business data, reviews) who want to eliminate proxy management and HTML parsing.

Key Benefits

  • Flat 1 credit per request vs 10-125 variable credits
  • Typed JSON eliminates HTML parsing and selector maintenance
  • Zero Cloudflare or bot detection issues
  • Five platforms from one API key
  • Keep ScrapingAnt only for non-search-indexed data

Python Example

Python
import requests, os

H = {'x-api-key': os.environ['SCAVIO_API_KEY']}

def get_product_data(query: str, platform: str = 'amazon') -> list:
    """Replace ScrapingAnt product scraping with structured API."""
    r = requests.post('https://api.scavio.dev/api/v1/search', headers=H,
        json={'platform': platform, 'query': query}, timeout=10).json()
    return [{'title': o.get('title'), 'price': o.get('price'),
             'rating': o.get('rating'), 'url': o.get('link')}
            for o in r.get('organic_results', [])[:10]]

amazon = get_product_data('wireless headphones')
walmart = get_product_data('wireless headphones', 'walmart')
for p in amazon[:3]:
    print(f"Amazon: {p['title']} - {p['price']}")

JavaScript Example

JavaScript
const H = { 'x-api-key': process.env.SCAVIO_API_KEY, 'Content-Type': 'application/json' };

async function getProductData(query, platform = 'amazon') {
  const r = await fetch('https://api.scavio.dev/api/v1/search', {
    method: 'POST', headers: H,
    body: JSON.stringify({ platform, query })
  }).then(r => r.json());
  return (r.organic_results || []).slice(0, 10).map(o => ({
    title: o.title, price: o.price, rating: o.rating, url: o.link
  }));
}

getProductData('wireless headphones').then(r => r.slice(0, 3).forEach(p => console.log(`${p.title}: ${p.price}`)));

Platforms Used

Google

Web search with knowledge graph, PAA, and AI overviews

Amazon

Product search with prices, ratings, and reviews

Walmart

Product search with pricing and fulfillment data

Frequently Asked Questions

ScrapingAnt charges variable credits per request (1-125 based on JS rendering and proxy type). For data available in search results -- product prices, business listings, reviews -- raw scraping with proxy management is unnecessary overhead. HTML parsing breaks when sites change layouts.

Identify which ScrapingAnt queries target search-indexed data (Amazon products, Google business info, Walmart prices). Replace those with Scavio API calls that return the same data as structured JSON. Keep ScrapingAnt only for queries that target behind-auth or custom DOM content that is not in search results.

Teams using ScrapingAnt for data that appears in search results (product listings, business data, reviews) who want to eliminate proxy management and HTML parsing.

Yes. Scavio's free tier includes 250 credits per month with no credit card required. That is enough to validate this solution in your workflow.

Replace ScrapingAnt Scraping with Structured SERP API

Identify which ScrapingAnt queries target search-indexed data (Amazon products, Google business info, Walmart prices). Replace those with Scavio API calls that return the same data