The Problem
Data pipelines that scrape search engines and marketplaces encounter CAPTCHAs at increasing rates. Google, Amazon, and Walmart deploy increasingly sophisticated CAPTCHAs that require solver services costing $1-3 per 1,000 solves with 10-30% failure rates. Each failed solve means a lost data point. CAPTCHA rates spike during peak hours, causing unpredictable costs and throughput drops. The team spends 5+ hours monthly tuning retry logic and monitoring solver performance.
The Scavio Solution
Replace scraping with Scavio's structured API for all search engine and marketplace data. The API returns structured JSON without any browser interaction, CAPTCHA encounters, or proxy requirements. Your pipeline sends an HTTP POST request and receives clean data. No solver accounts, no proxy rotation, no browser instances. The same endpoint works identically at 3 requests/day or 30,000.
Before
Before migration, the pipeline used Puppeteer + residential proxies + 2Captcha. Monthly cost: $100 proxies + $80 CAPTCHA solving + $30 compute = $210/month. Failure rate: 8% (CAPTCHA failures + timeouts). Maintenance: 6 hours/month.
After
After migration, the pipeline makes REST API calls to Scavio. Monthly cost: $150 for 30K queries. Failure rate: 0.2% (occasional timeouts). Maintenance: zero hours/month. Net savings: $60/month direct cost + $600/month in engineering time.
Who It Is For
Data engineering teams maintaining scraping pipelines with CAPTCHA solver integrations. Anyone spending money on proxy services and CAPTCHA solvers to get search engine or marketplace data.
Key Benefits
- Zero CAPTCHA encounters: structured API bypasses browser entirely
- Zero proxy costs: no rotation, no bandwidth billing
- 99.8% reliability vs 92% with CAPTCHA solving pipelines
- Predictable per-query pricing replaces variable solver costs
- Zero maintenance: no solver tuning, no proxy monitoring
Python Example
import requests
from datetime import datetime
API_KEY = "your_scavio_api_key"
# Before: Puppeteer + proxy + CAPTCHA solver
# browser = await puppeteer.launch({args: ["--proxy-server=..."]})
# page = await browser.newPage()
# await page.goto("https://www.google.com/search?q=...")
# if captcha_detected(page): await solve_captcha(page) # costs $0.003, fails 15%
# results = await parse_results(page) # fragile selectors
# After: one API call, no browser, no CAPTCHA, no proxy
def extract_data(query: str, platform: str = "google") -> dict:
res = requests.post(
"https://api.scavio.dev/api/v1/search",
headers={"x-api-key": API_KEY},
json={"platform": platform, "query": query},
timeout=15,
)
res.raise_for_status()
return res.json()
def batch_extract(queries: list[dict]) -> list[dict]:
results = []
for q in queries:
data = extract_data(q["query"], q.get("platform", "google"))
results.append({
"query": q["query"],
"platform": q.get("platform", "google"),
"result_count": len(data.get("organic", [])),
"timestamp": datetime.utcnow().isoformat(),
})
return results
queries = [
{"query": "best headphones 2026", "platform": "google"},
{"query": "noise cancelling headphones", "platform": "amazon"},
]
results = batch_extract(queries)
for r in results:
print(f"{r['platform']}: {r['query']} -> {r['result_count']} results")JavaScript Example
const API_KEY = "your_scavio_api_key";
// No browser, no CAPTCHA, no proxy
async function extractData(query, platform = "google") {
const res = await fetch("https://api.scavio.dev/api/v1/search", {
method: "POST",
headers: { "x-api-key": API_KEY, "content-type": "application/json" },
body: JSON.stringify({ platform, query }),
});
if (!res.ok) throw new Error(`scavio ${res.status}`);
return res.json();
}
const queries = [
{ query: "best headphones 2026", platform: "google" },
{ query: "noise cancelling headphones", platform: "amazon" },
];
for (const q of queries) {
const data = await extractData(q.query, q.platform);
console.log(`${q.platform}: ${q.query} -> ${(data.organic ?? []).length} results`);
}Platforms Used
Web search with knowledge graph, PAA, and AI overviews
Amazon
Product search with prices, ratings, and reviews
YouTube
Video search with transcripts and metadata
Walmart
Product search with pricing and fulfillment data