Workflow

Cross-Marketplace Product Research Workflow

Daily cron pipeline pulling Amazon + Walmart + Google Shopping + Reddit signal per category. Ranked output for VA review.

Overview

Daily 4 AM cron: pull each seed category across Amazon + Walmart + Google Shopping + Reddit demand signal; LLM scores by margin × demand × competition; export top-10 to Sheets.

Trigger

Daily 4 AM

Schedule

Daily 4 AM

Workflow Steps

1

Define seed categories

Niches the seller targets.

2

Cross-marketplace pull

Scavio amazon/search + walmart/search + search shopping per category.

3

Reddit demand signal

Scavio reddit/search per category.

4

LLM scoring

Per candidate: score 0-100, justify in 1 sentence; rubric covers margin, demand, competition.

5

Export top-10 to Sheets

Daily tab; weekly summary tab.

6

Email digest 9 AM

Top-10 candidates with one-sentence rationale each.

Python Implementation

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

def cross(q):
    return {
        'amazon': requests.post('https://api.scavio.dev/api/v1/amazon/search', headers=H, json={'query': q}).json(),
        'walmart': requests.post('https://api.scavio.dev/api/v1/walmart/search', headers=H, json={'query': q}).json(),
        'shopping': requests.post('https://api.scavio.dev/api/v1/search', headers=H, json={'query': q, 'search_type': 'shopping'}).json(),
        'reddit': requests.post('https://api.scavio.dev/api/v1/reddit/search', headers=H, json={'query': q}).json(),
    }

JavaScript Implementation

JavaScript
const H = { 'x-api-key': process.env.SCAVIO_API_KEY, 'Content-Type': 'application/json' };
async function cross(q) {
  const opts = (b) => ({ method:'POST', headers:H, body: JSON.stringify(b) });
  const [a, w, s, r] = await Promise.all([
    fetch('https://api.scavio.dev/api/v1/amazon/search', opts({ query: q })).then(r => r.json()),
    fetch('https://api.scavio.dev/api/v1/walmart/search', opts({ query: q })).then(r => r.json()),
    fetch('https://api.scavio.dev/api/v1/search', opts({ query: q, search_type: 'shopping' })).then(r => r.json()),
    fetch('https://api.scavio.dev/api/v1/reddit/search', opts({ query: q })).then(r => r.json())
  ]);
  return { a, w, s, r };
}

Platforms Used

Google

Web search with knowledge graph, PAA, and AI overviews

Reddit

Community, posts & threaded comments from any subreddit

Frequently Asked Questions

Daily 4 AM cron: pull each seed category across Amazon + Walmart + Google Shopping + Reddit demand signal; LLM scores by margin × demand × competition; export top-10 to Sheets.

This workflow uses a daily 4 am. Daily 4 AM.

This workflow uses the following Scavio platforms: google, reddit. Each platform is called via the same unified API endpoint.

Yes. Scavio's free tier includes 500 credits per month with no credit card required. That is enough to test and validate this workflow before scaling it.

Cross-Marketplace Product Research Workflow

Daily cron pipeline pulling Amazon + Walmart + Google Shopping + Reddit signal per category. Ranked output for VA review.