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Scavio for HiringCafe-Style Job Aggregator

Build the data layer for a HiringCafe-style aggregator in a weekend. Scavio for discovery + extract; LLM for parse; Postgres for dedupe/ranking.

The Problem

An r/hiringcafe thread shared the AI Job Search Agent pattern. Builders trying to ship clones spend weeks stitching ATS APIs + LinkedIn scraping risk + per-employer wiring instead of working on the ranking product.

How Scavio Helps

  • Discovery + extract under one Scavio key
  • Per-listing data cost ~$0.009
  • TOS-safe (sanctioned SERP)
  • LLM-flexible parsing (handles ATS variations)
  • Frees product effort for ranking quality

Relevant Platforms

Google

Web search with knowledge graph, PAA, and AI overviews

Quick Start: Python Example

Here is a quick example searching Google for "daily pull from 200 target employers, dedupe to ~5K unique active roles, rank by user-skill match + salary":

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 Builders shipping job-aggregator products, recruiting agencies productizing, indie hackers building HiringCafe alternatives

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

Start with the free tier (500 credits/month, no credit card required) and scale to paid plans when you need higher volume.

Frequently Asked Questions

Build the data layer for a HiringCafe-style aggregator in a weekend. Scavio for discovery + extract; LLM for parse; Postgres for dedupe/ranking. The API returns structured JSON that you can process programmatically or feed into an AI agent for automated analysis.

For hiringcafe-style job aggregator, use the Google Search endpoint. 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 hiringcafe-style job aggregator data automatically.

Build Your HiringCafe-Style Job Aggregator Solution

500 free credits/month. No credit card required. Start building with Google data today.