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Scavio for RAG Pipeline

Ground your LLM responses in real-time web data. Build Retrieval-Augmented Generation pipelines that search Google, Amazon, YouTube, and Walmart before answering.

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The Problem

LLMs have a knowledge cutoff and can hallucinate. RAG fixes this by retrieving current data before generating a response. But most RAG pipelines only search a static knowledge base.

How Scavio Helps

  • Real-time web data for RAG retrieval
  • Multi-platform search in a single API call
  • Structured JSON responses ready for LLM consumption
  • Knowledge graphs and PAA for richer context

Relevant Platforms

Google

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

Quick Start: Python Example

Here is a quick example searching Google for "what is the best laptop for programming in 2026":

Python
import requests

API_KEY = "your_scavio_api_key"

response = requests.post(
    "https://api.scavio.dev/api/v1/search",
    headers={
        "x-api-key": API_KEY,
        "Content-Type": "application/json",
    },
    json={"query": query},
)

data = response.json()
for result in data.get("organic_results", [])[:5]:
    print(f"{result['position']}. {result['title']}")
    print(f"   {result['link']}\n")

Built for AI engineers, LLM application developers

Scavio handles the search infrastructure — proxies, CAPTCHAs, rate limits, and anti-bot detection — so you can focus on building your rag pipeline solution. The API returns structured JSON that is ready for processing, analysis, or feeding into AI agents.

Start with the free tier (250 credits/month, no credit card required) and scale to paid plans when you need higher volume.

Frequently Asked Questions

Ground your LLM responses in real-time web data. Build Retrieval-Augmented Generation pipelines that search Google, Amazon, YouTube, and Walmart before answering. The API returns structured JSON that you can process programmatically or feed into an AI agent for automated analysis.

For rag pipeline, use the Google Search, Amazon Search, YouTube Search, Walmart Search endpoints. Each request costs 1 credit.

Yes. Scavio handles all the infrastructure — proxies, rate limits, CAPTCHAs, and anti-bot detection. Paid plans support up to 100K+ credits/month with priority support and higher rate limits.

Absolutely. Scavio integrates with LangChain, CrewAI, LlamaIndex, AutoGen, and any framework that can make HTTP requests. Build an agent that searches, analyzes, and acts on rag pipeline data automatically.

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Google API

Web search with knowledge graph, PAA, and AI overviews

Read more

Amazon API

Product search with prices, ratings, and reviews

Read more

YouTube API

Video search with transcripts and metadata

Read more

Scrape Google with Python

Python tutorial for Google

Read more

Build Your RAG Pipeline Solution

250 free credits/month. No credit card required. Start building with Google, Amazon, YouTube, Walmart data today.

Get Started FreeRead the Docs
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