Public actors · Managed feeds · Pay per result

Self-serve Apify actors for lead, price, transcript, and rank data.

Start with public pay-per-result actors for contact enrichment, Amazon and eBay prices, Shopify catalogs, YouTube transcripts, app reviews, and Google rank tracking. 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: lead enrichment, marketplace monitoring, Shopify catalog tracking, transcript ingestion, and SEO reporting. Each one can run on Apify first and graduate to a managed feed when your schema or volume gets more specific.

Website Contact Extractor

Lead enrichment

View feed

Amazon Product Scraper

Ecommerce intelligence

View feed

eBay Product Scraper

Marketplace research

View feed

YouTube Transcript Scraper

Video ingestion

View feed

Shopify Product Scraper

Storefront monitoring

View feed

Google Rank Tracker

SEO monitoring

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 agent spends 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>GitHub Copilot competitor surges</h1>
  <span class="score">482 points</span>
  <a href="/item?id=4217&utm=feed">comments</a>
  <nav>login | ads | tracking pixels</nav>
</div>

Token-optimized output agent-ready

{
  "source": "hackernews",
  "title": "GitHub Copilot competitor surges",
  "url": "https://news.ycombinator.com/item?id=4217",
  "score": 482,
  "comments_count": 96,
  "llm_summary": "Developer discussion about code-agent adoption.",
  "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.