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Best Meta Scrapers on Apify (2026)

· 5 min read
Yassine El Haddad
Software Developer & Automation Specialist

I build production AI agents, web scrapers, and automation pipelines. Most of what I publish here comes from the actual problems they run into: proxies that get banned, anti-bot stacks that fingerprint your client, RAG that drifts when the underlying data moves. Stack: Python, TypeScript, Go, FastAPI, LangChain, Crawlee, Playwright, deployed on AWS, GCP, and Cloudflare.

Meta Scrapers entries are verified with real user counts, live pricing, and data-extraction capabilities for Facebook and Instagram.

Meta's platforms (Facebook and Instagram) are notoriously difficult to scrape due to aggressive anti-bot protections. The Apify Store hosts specialized actors maintained by developers who handle these bypasses for you.

Top Actors in This Collection

1. Facebook Groups Scraper22K users · 4.8 ⭐ · $2.60/1,000 posts

Rated 4.8 ⭐. Extract Facebook Group posts with author info, engagement metrics (likes, reactions, shares), comments, and embedded media assets. Supports public and private groups via session cookies. Try Facebook Groups Scraper on Apify →

2. Facebook URL to ID

Convert any Facebook page, group, or profile URL into its numeric Facebook ID. An essential pipeline utility for developers feeding IDs into other automation tools. Try Facebook URL to ID on Apify →

3. Facebook Pages Scraper36K users · 4.8 ⭐ · $6.60/1,000 pages

Rated 4.8 ⭐ by 36K users. Scrape Facebook page metadata at scale: name, website, email, address, follower counts, ratings, and advertising status for lead generation. Try Facebook Pages Scraper on Apify →

4. Facebook Reels Scraper

Extract Facebook Reels video content, view counts, like metrics, and creator details. Monitor short-form video engagement across public pages and creator profiles. Try Facebook Reels Scraper on Apify →

5. Instagram Followers Count Scraper7.8K users · 4.8 ⭐ · $1.30/1,000 profiles

Track real-time Instagram follower and following counts for any list of public handles. Rated 4.8 ⭐ and highly useful for automated influencer tracking pipelines. Try Instagram Followers Count Scraper on Apify →

6. Facebook Games Scraper

Scrape the Facebook Games catalog to extract app titles, player counts, developer info, ratings, and descriptions for app ecosystem research and competitive analysis. Try Facebook Games Scraper on Apify →

7. Instagram Search Scraper5.7K users · 4.3 ⭐ · $1.50/1,000 results

Search Instagram for profiles, places, and hashtags. Returns verification status, bios, address data, and related tag popularity — the best way to discover new targets. Try Instagram Search Scraper on Apify →

8. Facebook Ads Library Scraper14K users · 4.1 ⭐ · $3.40/1,000 ads

Scrape the entire Meta Ads Library — uncovering active competitor ads across Facebook, Instagram, WhatsApp, and Threads. Essential B2B and e-commerce marketing intelligence. Try Facebook Ads Library Scraper on Apify →

9. Facebook Posts Scraper51K users · 4.8 ⭐ · $2.60/1,000 posts

The highest-rated Facebook tool on Apify (4.8 ⭐). Scrape posts, engagement metrics, video metadata, and author details from any public business page or profile. Try Facebook Posts Scraper on Apify →

10. Instagram API Scraper12K users · 4.5 ⭐ · $2/1,000 results

Stable Instagram extraction via private API endpoints. High-volume, reliable data retrieval without the sluggish overhead of full-browser emulation. Try Instagram API Scraper on Apify →

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Why These Tools Stand Out

Scraping Meta properties requires sophisticated infrastructure handling proxy rotation and browser fingerprinting. These actors manage all anti-bot mitigations behind the scenes automatically.

Free Credits

Apify offers $5 in free monthly credits, so you can test these tools on the free tier.


Start scraping for free →

Frequently Asked Questions

For public data like business Pages, Instagram APIs, and Ad Library intelligence, you typically do not need an account. However, accessing private Groups or deep nested comment threads may require you to provide a session cookie from a throwing account.

The Facebook Ads Library Scraper (14K users, 4.1 ⭐) is the industry standard for this. It extracts ad creative, copy, and targeting run dates across the entire Meta network.

Yes, every Apify actor comes with an auto-generated REST API. You can trigger runs and fetch results via webhook, funneling data directly into CRMs, Airtable, or custom applications using the official Apify clients for Python and JavaScript.