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Facebook Scraper

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Discover and scrape public Facebook pages and groups by location and category with browser simulation and export data in JSON or CSV formats.

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About This Skill

# Facebook Page & Group Scraper

> Part of ScrapeClaw — a suite of production-ready, agentic social media scrapers for Instagram, YouTube, X/Twitter, and Facebook built with Python & Playwright, no API keys required.

A browser-based Facebook page and group discovery and scraping tool.

```yaml --- name: facebook-scraper description: Discover and scrape Facebook pages and public groups from your browser. emoji: 📘 version: 1.0.0 author: influenza tags: - facebook - scraping - social-media - page-discovery - group-discovery - business-pages metadata: clawdbot: requires: bins: - python3 - chromium

config: stateDirs: - data/output - data/queue - thumbnails outputFormats: - json - csv --- ```

Overview

This skill provides a two-phase Facebook scraping system:

  1. Page/Group Discovery
  2. Browser Scraping

Features

  • 🔍 - Discover Facebook pages and groups by location and category
  • 🌐 - Full browser simulation for accurate scraping
  • 🛡️ - Browser fingerprinting, human behavior simulation, and stealth scripts
  • 📊 - Page/group info, stats, images, and engagement data
  • 💾 - JSON/CSV export with downloaded thumbnails
  • 🔄 - Resume interrupted scraping sessions
  • ⚡ - Auto-skip private groups, low-like pages, empty profiles
  • 📂 - Supports pages, groups, and public profiles via --type flag

#### Getting Google API Credentials (Optional)

  1. Go to Google Cloud Console
  2. Create a new project or select existing
  3. Enable "Custom Search API"
  4. Create API credentials → API Key
  5. Go to Programmable Search Engine
  6. Create a search engine with `facebook.com` as the site to search
  7. Copy the Search Engine ID

Usage

Agent Tool Interface

For OpenClaw agent integration, the skill provides JSON output:

```bash # Discover Facebook pages (returns JSON) discover --location "Miami" --category "restaurant" --type page --output json

# Discover Facebook groups (returns JSON) discover --location "New York" --category "fitness" --type group --output json

# Scrape single page (returns JSON) scrape --page-name examplebusiness --output json

# Scrape single group (returns JSON) scrape --page-name examplegroup --type group --output json ```

Output Data

Page/Group Data Structure

```json { "page_name": "example_business", "display_name": "Example Business", "entity_type": "page", "category": "Restaurant", "subcategory": "Italian Restaurant", "about": "Family-owned Italian restaurant since 1985", "followers": 45000, "page_likes": 42000, "location": "Miami, FL", "address": "123 Main St, Miami, FL 33101", "phone": "+1-555-0123", "email": "[email protected]", "website": "https://example.com", "hours": "Mon-Sat 11AM-10PM", "is_verified": false, "page_tier": "mid", "profile_pic_local": "thumbnails/example_business/profile_abc123.jpg", "cover_photo_local": "thumbnails/example_business/cover_def456.jpg", "recent_posts": [ {"post_url": "https://facebook.com/example_business/posts/123", "reactions": 320, "comments": 45, "shares": 12} ], "scrape_timestamp": "2026-02-20T14:30:00" } ```

Group Data Structure

```json { "page_name": "example_group", "display_name": "Miami Fitness Community", "entity_type": "group", "about": "A community for fitness enthusiasts in Miami", "members": 15000, "privacy": "Public", "posts_per_day": 25, "location": "Miami", "page_tier": "mid", "profile_pic_local": "thumbnails/example_group/profile_abc123.jpg", "cover_photo_local": "thumbnails/example_group/cover_def456.jpg", "scrape_timestamp": "2026-02-20T14:30:00" } ```

Page Tiers

| Tier | Likes/Members Range | |-------|---------------------| | nano | < 1,000 | | micro | 1,000 - 10,000 | | mid | 10,000 - 100,000 | | macro | 100,000 - 1M | | mega | > 1,000,000 |

File Outputs

  • Queue files: `data/queue/{location}_{category}_{type}_{timestamp}.json`
  • Scraped data: `data/output/{page_name}.json`
  • Thumbnails: `thumbnails/{page_name}/profile_*.jpg`, `thumbnails/{page_name}/cover_*.jpg`
  • Export files: `data/export_{timestamp}.json`, `data/export_{timestamp}.csv`

Configuration

Edit `config/scraper_config.json`:

```json { "google_search": { "enabled": true, "api_key": "", "search_engine_id": "", "queries_per_location": 3 }, "scraper": { "headless": false, "min_likes": 1000, "download_thumbnails": true, "max_thumbnails": 6 }, "cities": ["New York", "Los Angeles", "Miami", "Chicago"], "categories": ["restaurant", "retail", "fitness", "real-estate", "healthcare", "beauty"] } ```

Filters Applied

The scraper automatically filters out:

  • ❌ Private groups
  • ❌ Pages with < 1,000 likes (configurable)
  • ❌ Deactivated or removed pages
  • ❌ Non-existent pages/groups
  • ❌ Already scraped entries (deduplication)

Troubleshooting

Login Issues

  • Ensure credentials are correct
  • Handle verification codes when prompted
  • Wait if rate limited (the script will auto-retry)

No Pages Discovered

  • Check Google API key and quota
  • Verify Search Engine ID is configured for facebook.com
  • Try different location/category combinations

Rate Limiting

  • Reduce scraping speed (increase delays)
  • Use multiple Facebook accounts
  • Run during off-peak hours
  • Use a residential proxy (see below)

---

🌐 Residential Proxy Support

Why Use a Residential Proxy?

Running a scraper at scale without a residential proxy will get your IP blocked fast. Here's why proxies are essential for long-running scrapes:

| Advantage | Description | |-----------|-------------| | Avoid IP Bans | Residential IPs look like real household users, not data-center bots. Facebook is far less likely to flag them. | | Automatic IP Rotation | Each request (or session) gets a fresh IP, so rate-limits never stack up on one address. | | Geo-Targeting | Route traffic through a specific country/city so scraped content matches the target audience's locale. | | Sticky Sessions | Keep the same IP for a configurable window (e.g. 10 min) — critical for maintaining a Facebook login session. | | Higher Success Rate | Rotating residential IPs deliver 95%+ success rates compared to ~30% with data-center proxies on Facebook. | | Long-Running Scrapes | Scrape thousands of pages/groups over hours or days without interruption. | | Concurrent Scraping | Run multiple browser instances across different IPs simultaneously. |

Recommended Proxy Providers

We have affiliate partnerships with top residential proxy providers. Using these links supports continued development of this skill:

| Provider | Best For | Sign Up | |----------|----------|---------| | Bright Data | World's largest residential network, 72M+ IPs, enterprise-grade | 👉 Sign Up for Bright Data | | IProyal | Premium residential pool, pay-as-you-go, 195+ countries | 👉 Sign Up for IProyal | | Storm Proxies | Fast & reliable residential IPs, developer-friendly API | 👉 Sign Up for Storm Proxies | | NetNut | ISP-grade residential network, 52M+ IPs, direct connectivity | 👉 Sign Up for NetNut |

Setup Steps

#### 1. Get Your Proxy Credentials

  • Sign up with any provider above, then grab:
  • Username (from your provider dashboard)
  • Password (from your provider dashboard)
  • Host and Port are pre-configured per provider (or use custom)

#### 2. Configure Entirely via Environment Variables

```bash export PROXY_ENABLED=true export PROXY_PROVIDER=netnut # brightdata | iproyal | stormproxies | netnut | custom export PROXY_USERNAME=your_user export PROXY_PASSWORD=your_pass export PROXY_COUNTRY=us # optional: two-letter country code export PROXY_STICKY=true # optional: keep same IP per session ```

#### 3. Provider-Specific Host/Port Defaults

These are auto-configured when you set the `provider` name:

| Provider | Host | Port | |----------|------|------| | Bright Data | `brd.superproxy.io` | `22225` | | IProyal | `proxy.iproyal.com` | `12321` | | Storm Proxies | `rotating.stormproxies.com` | `9999` | | NetNut | `gw-resi.netnut.io` | `5959` |

Override with `"host"` and `"port"` in config or `PROXY_HOST` / `PROXY_PORT` env vars if your plan uses a different gateway.

#### 4. Custom Proxy Provider

For any other proxy service, set provider to `custom` and supply host/port manually:

```json { "proxy": { "enabled": true, "provider": "custom", "host": "your.proxy.host", "port": 8080, "username": "user", "password": "pass" } } ```

Running the Scraper with Proxy

Once configured, the scraper picks up the proxy automatically — no extra flags needed:

```bash # Discover and scrape as usual — proxy is applied automatically python main.py discover --location "Miami" --category "restaurant" --type page python main.py scrape --page-name examplebusiness

# The log will confirm proxy is active: # INFO - Proxy enabled: <ProxyManager provider=netnut enabled host=gw-resi.netnut.io:5959> # INFO - Browser using proxy: netnut → gw-resi.netnut.io:5959 ```

Using the Proxy Manager Programmatically

```python from proxy_manager import ProxyManager

# From config (auto-reads config/scraper_config.json) pm = ProxyManager.from_config()

# From environment variables pm = ProxyManager.from_env()

# Manual construction pm = ProxyManager( provider="netnut", username="your_user", password="your_pass", country="us", sticky=True )

# For Playwright browser context proxy = pm.get_playwright_proxy() # → {"server": "http://gw-resi.netnut.io:5959", "username": "user-country-us-session-abc123", "password": "pass"}

# For requests / aiohttp proxies = pm.get_requests_proxy() # → {"http": "http://user:pass@host:port", "https": "http://user:pass@host:port"}

# Force new IP (rotates session ID) pm.rotate_session()

# Debug info print(pm.info()) ```

Best Practices for Long-Running Scrapes

  1. Always use sticky sessions — Facebook requires consistent IPs during a login session. Set `"sticky": true`.
  2. Target the right country — Set `"country": "us"` (or your target region) so Facebook serves content in the expected locale.
  3. Combine with existing anti-detection — This scraper already has fingerprinting, stealth scripts, and human behavior simulation. The proxy is the final layer.
  4. Rotate sessions between accounts — Call `pm.rotate_session()` when switching Facebook accounts to get a fresh IP.
  5. Use delays — Even with proxies, respect `delay_between_profiles` in config (default 5-10s) to avoid aggressive patterns.
  6. Monitor your proxy dashboard — All providers (Bright Data, IProyal, Storm Proxies, NetNut) have dashboards showing bandwidth usage and success rates.

Use Cases

  • Scrape public Facebook page posts and engagement metrics
  • Collect Facebook group discussion data for community analysis
  • Monitor competitor Facebook pages for content strategy research
  • Extract public event information and attendee counts from Facebook
  • Gather Facebook marketplace listing data for market research

Pros & Cons

Pros

  • +Access to public Facebook data without requiring Graph API approval
  • +Covers pages, groups, events, and marketplace data
  • +Useful for competitive analysis and market research

Cons

  • -Facebook actively blocks scraping — techniques break frequently
  • -Only available on claude-code and openclaw platforms
  • -Scraping violates Facebook's Terms of Service

FAQ

What does Facebook Scraper do?
Discover and scrape public Facebook pages and groups by location and category with browser simulation and export data in JSON or CSV formats.
What platforms support Facebook Scraper?
Facebook Scraper is available on Claude Code, OpenClaw.
What are the use cases for Facebook Scraper?
Scrape public Facebook page posts and engagement metrics. Collect Facebook group discussion data for community analysis. Monitor competitor Facebook pages for content strategy research.

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