Public actors · Managed feeds · Pay per event

Public Apify actors for marketplace, lead, video, and job data.

Start with public pay-per-event actors for Amazon and eBay prices, contact enrichment, YouTube transcripts, local leads, Indeed jobs, Reddit discussions, Product Hunt launches, and Meta ads. Request a managed feed when you need custom schemas, auth, volume planning, or enrichment.

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Public actors

Apify

Self-serve deployment

JSON

Structured output

Managed execution keeps your team focused on retrieval, not crawler maintenance, blocked sessions, and scheduling glue.

Every feed is shaped for direct use with predictable keys, source URLs, timestamps, and compact optional summaries.

Local actor pages give buyers and AI crawlers the same facts: workflow, best first run, output fields, and Apify run links.

Start with public actors

Six self-serve feeds that prove the workflow fast.

These are the best front doors for most buyers: Amazon product and rank research, eBay sold-listing checks, lead enrichment, transcript ingestion, and job-market monitoring. Each one can run on Apify first and graduate to a managed feed when your schema or volume gets more specific.

Amazon Product Scraper

Amazon product intelligence

View feed

eBay Product Scraper

eBay marketplace research

View feed

Website Contact Extractor

Website contact enrichment

View feed

YouTube Transcript Scraper

Video transcript ingestion

View feed

Amazon Keyword Rank Tracker

Amazon SEO rank tracking

View feed

Indeed Job Scraper

Job market intelligence

View feed

Data Transformer Visualizer

Noisy pages in. Compact AI records out.

HarvestLab removes navigation chrome, duplicate payloads, tracking fields, and nested junk before your AI tools spend context on it. The output is flat JSON with source metadata, citations, and a stable shape for retrieval pipelines.

RAG JSONMCP envelope

Raw web payload

<div class="post sponsored">
  <script>track({"uid":"tmp-8821"})</script>
  <h1>Sony WH-1000XM5 Wireless Headphones</h1>
  <span class="price">$229.99</span>
  <a href="/itm/1234567890?utm=feed">view listing</a>
  <nav>login | ads | tracking pixels</nav>
</div>

Token-optimized output AI-ready

{
  "source": "ebay",
  "title": "Sony WH-1000XM5 Wireless Headphones",
  "url": "https://www.ebay.com/itm/1234567890",
  "price": 229.99,
  "shipping": 8.5,
  "llm_summary": "Sold-listing price record for resale research.",
  "metadata": {
    "retrieved_at": "2026-05-20T18:00:00Z",
    "token_estimate": 91
  }
}

Why teams use HarvestLab

Production data feeds without crawler maintenance.

HarvestLab gives growth, SEO, marketplace, and AI teams a stable feed layer between public web sources and the systems that use the data. Prototype with Apify actors, then request managed actors for sources that need custom schemas, authentication, enrichment, or volume planning.

Self-serve first

Launch public Apify actors for common workflows before committing to a managed data feed.

Managed when needed

Move to custom schemas, authentication, enrichment, and volume planning when the public actor is not enough.

AI-ready JSON

Use flat records with source URLs, timestamps, metadata, and optional summaries in your downstream tools.