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Best Facebook Group Scraper Tools: Top 4 Picks for 2026 - The GTM with Clay Blog

Claygent Builder: The easiest way to build, test, and deploy GTM Agents

Build production-ready Claygents in natural language with Sculptor. Test on real data for free, track versions, and deploy once across every workflow. All inside Clay.

How Clay Uses Clay Ads: From $250 to $25 CPL

See how Clay uses its own Ads feature to cut LinkedIn CPL from $250 to $25 and unlock Meta with enriched CRM audiences. No manual uploads needed.

HG Insights Corporate Hierarchy: GTM Precision in Clay

Use HG Insights corporate hierarchy data in Clay to clean CRMs, map parent-child accounts, and trigger expansion plays. See how it works.

Sales GTM Engineering: How Clay Built the Role From Scratch

Learn what sales GTM engineering is, how it collapses SDR, AE, and SE roles into one, and how Clay built and hires for this high-leverage function. See how it works.

How to Automate Inbound Lead Outreach: The Clay Playbook

Learn how to automate inbound lead outreach with enrichment, scoring, and personalized sequences. See the exact Clay workflow that runs without manual work.

demandDrive Joins Clay’s Partner Ecosystem as an Official Clay Studio Partner

demandDrive joins Clay’s partner ecosystem to help B2B teams turn account intelligence into pipeline and revenue with GTM engineering and automation.

B2B Sales Prospecting: 15 Strategies to Drive More Conversions

Master B2B sales prospecting with 15 proven strategies covering ICP building, multi-channel outreach, and list hygiene. Build a pipeline that converts.

AI Sales Assistants: 11 Ways to Accelerate Your Outbound

Discover 11 ways AI sales assistants automate lead research, enrichment, and email personalization. See how top B2B teams use them to accelerate outbound.

The Three Laws of GTM: How to Win in the AI Era

The three laws of GTM explain why uniqueness, saturation, and iteration speed determine who wins. Learn how AI changes the rules and what to do about it.

Best Work Email Finders by Segment: SMB vs. Enterprise

We tested 12 email finders across 4,700+ contacts to find the best work emails by segment. See accuracy, cost, and coverage winners for SMB and enterprise.

How Clay Converts Trial Users Into Customers With Automated Outreach

See how Clay uses automated outreach to convert trial users into customers, with enrichment, lead scoring, and personalized HubSpot campaigns. Learn how.

Best Mobile Phone Data Providers for B2B Sales Teams

We tested 9,806 numbers across 10 B2B mobile phone data providers. See which wins on accuracy, coverage, and cost for NAMER, EMEA, and APAC.

How to Build a Complete AI Outbound Sales Funnel

Learn how to build a complete AI outbound sales funnel—from account scoring to personalized outreach—using Clay waterfalls and automation. See how it works.

How to Get More Customers Using Outbound Sales: A Complete Guide

Learn how outbound sales works, who it's right for, and how to build a strategy from prospecting to closing. Covers cold calling, email, and more.

How to Automate 6 Cold Email Campaigns in One Clay Workflow

Learn how to automate 6 cold email campaigns from a single Clay table — with enrichment, AI classification, and deduplication built in. See how it works.

How Clay Identifies Tier 1 Accounts: A Three-Score System

See how Clay identifies tier 1 accounts using a three-score system: fit, engagement, and contract value. Learn how sales and marketing align on the same priorities.

Lead Scoring in Clay: A Step-by-Step Formula Guide

Learn how to build lead scoring formulas in Clay to prioritize your ICP leads by employee count, job postings, and more. See how it works.

How to Validate Cold Outbound Offers and Find Message-Market Fit

Learn how to validate cold outbound offers by finding message-market fit — from breaking down your value prop to testing with a phased email approach. See how it works.

Troubleshooting Outbound Sales and Prospecting: A Comprehensive Guide

Fix broken outbound sales campaigns with this guide. Diagnose open and reply rates, reduce no-shows, qualify prospects with MEDDIC, and optimize what's working.

Bulk Enrichment: Enrich Millions of CRM Records in Clay

Bulk enrichment lets Enterprise teams enrich millions of Salesforce records with firmographics, tech stack, and AI research — then write results back automatically.

Clay Templates: Automate, Customize, and Replicate Any GTM Workflow

Clay Templates let you replicate full GTM workflows in hours, not days. Automate prospecting from data scraping to AI messaging, free and fully customizable.

How to Optimize Your Credit Usage in Clay

Learn how to optimize your credit usage in Clay with conditional formulas, Clearbit waterfall lookups, and smarter enrichment workflows. Save credits fast.

AI for sales prospecting

Learn about how to use AI for sales prospecting in this comprehensive guide, including framework for creating AI prompts and examples of cold email templates using AI that real sales teams have used successfully to land clients. AI sales prospecting can save your team thousands of hours—and double or triple your positive response rates.

The Reverse Demo: How Clay Replaced Traditional B2B Sales Demos

A reverse demo lets prospects solve real problems live, guided by your rep. Learn how Clay used 100+ sessions to boost conversion, retention, and product quality.

Data Waterfalls: How to Maximize Contact Coverage with Clay

Data waterfalls query multiple providers in sequence so you only pay for matches. See how Clay pushes coverage from 30% to 80%+ without annual contracts.

How Clay Runs ABM Campaigns: A Step-by-Step Playbook

See how Clay runs ABM campaigns — scoring 300 accounts, personalizing mailers and landing pages, and automating SDR follow-up. Learn how.

How We Built Clay's GTM Engineering Function

See how Clay built its GTM engineering function with sprint-based delivery, founder-level reporting, and full sales automation. A practical inside look.

Best Personal Email Finder Tools: Tested and Ranked

We tested 5 personal email finder tools across 2,354 prospects. See accuracy, coverage, and pricing data — plus the waterfall order that hit 79% coverage.

How to Use OpenAI to Write Cold Emails from Scratch with Clay

Learn how to use OpenAI to write personalized cold emails at scale with Clay. Set up the integration, craft better prompts, and boost deliverability.

How to Run a Personalized Demo Play at Scale with Clay

Learn how to automate a personalized demo play using Clay, Claygent, and AI enrichment to build custom mockups at scale. See how it works.

Automated Slide Deck Creation: How Clay Builds QBRs from Your Data

Clay's automated slide deck creation pulls from Snowflake, Salesforce, and Gong to build QBRs in minutes. Save 90+ hours per quarter. See how it works.

HG Insights + Clay: B2B Technographic and Firmographic Data

HG Insights surfaces deep technographic and firmographic data from billions of documents. Use it in Clay workflows to enrich accounts and power GTM. See how it works.

B2B Cold Email Deliverability: 21 Best Practices

Master B2B cold email deliverability with 21 proven best practices: domain setup, inbox warmup, authentication, and copy tips that keep you out of spam. Learn how.

Basics of Google Search Operators: A Practical Guide

Learn the basics of Google Search Operators and how to use them in Clay for prospecting, list building, and company research. See how it works.

AI Lead Generation: The Complete B2B Guide

Learn how AI lead generation automates list building, enrichment, and personalized outreach for B2B teams. Scale your pipeline without scaling headcount. See how it works.

Clay MCP: Ops-built workflows, consumable by reps

Clay MCP: Ops-built workflows, consumable by reps

How to Manage and Enrich Inbound Leads Automatically

Learn how to manage and enrich inbound leads automatically using a four-phase workflow that scores, segments, and triggers outreach from one email. See how it works.

GTM Alpha: How Winning Teams Build a Competitive Edge

GTM alpha is the edge winning teams build with unique data and signal-based plays. Learn how to find hidden signals, run better plays, and outpace competitors.

Why Good CRM Data Matters and How Clay Helps

Poor CRM data kills outreach. Learn why CRM data coverage fails and how Clay's waterfall enrichment lifts coverage rates from 20% to 80%. See how it works.

How to Use Formulas in Clay: AI Generator and Manual Entry

Learn how to use formulas in Clay with the AI Formula Generator or manual entry. Transform and clean your data faster. See how it works.

GTM Engineering: What It Is, How It Works, and How to Hire

GTM engineering turns ops teams into revenue builders using AI and automation. Learn what GTM engineers do, how to structure the role, and how to hire one.

Formulas in Clay: A Beginner's Intro for Non-Engineers

Learn how to use formulas in Clay without coding. This intro covers conditional statements, combining columns, and auto-qualifying leads. Start in 30 minutes.

How Clay Uses Clay for SEO and AEO: 3 Systems That Scale

See how Clay uses Clay for SEO and AEO: automated content refresh, video-to-page conversion, and a custom AI visibility dashboard. Learn how.

Turn Web Visitors into Leads: A Warm Outbound Play for B2B Sales

Learn how to turn web visitors into leads using a warm outbound play for B2B sales — with RB2B, Clay, and Lemlist. See how it works.

How to Use Web Scraping to Enrich Your Data with Clay

Learn how to use web scraping to enrich your data without code. Clay's Claygent answers deep GTM research questions at scale. See how it works.

How to Create a Sales Prospect List in Minutes

Learn how to create your own sales prospect list in minutes using Clay. Pull from 40+ sources, enrich with ICP data, and export to your CRM. See how it works.

Best B2B Email List Providers: Tested and Ranked (2026)

We tested 8 B2B email list providers head-to-head. See accuracy results, per-email pricing, and how to waterfall providers for maximum coverage.

Outbound Sales Automation: How to 10x Pipeline Without More SDRs

Learn how outbound sales automation replaces manual SDR work, cuts cost per email by 100x, and scales pipeline without growing headcount. See how it works.

The Wake the Dead Play: Reactivate Closed-Lost Deals with Clay

The wake the dead play uses Clay + ChatGPT to send automated, personalized emails to closed-lost prospects. Restart stalled deals in a few steps. Learn how.

Three Tips to Guarantee Email Deliverability for Cold Outbound

Split volume, verify contacts, and personalize copy to guarantee email deliverability for cold outbound. Three actionable tips that keep you out of spam.

How Clay Uses Clay for Customer Support: 3 Real Workflows

See how Clay's customer support team uses Clay to enrich Intercom tickets, automate QA, and draft help articles. Real workflows, real results.

B2B Cold Email Copywriting: The Complete Guide

Master B2B cold email copywriting with proven templates, a research framework, and a checklist used to send 800k+ emails a month. Start writing emails that get replies.

Introducing Clay Functions

Build Your GTM Logic Once, Apply It Everywhere

Clay and Apollo Integration: Enrichment, Sequencing, and More

The Clay and Apollo integration unlocks 5X faster enrichment and direct sequencer API access. See how joint customers go from data to booked meetings.

The Many Lives of Spreadsheets: A History and What Comes Next

Explore the many lives of spreadsheets — from VisiCalc in 1979 to self-filling automation tools today. See how the no-code vision keeps evolving.

AI recruiting strategies

Learn our top AI recruiting workflows to help you identify, research, and reach out to qualified candidates for open roles. AI can eliminate manual work and help you reach out to—and land—better employees for your clients.

How to Hire a GTM Engineer: The Complete Guide

Learn how to hire a GTM engineer: when to make the hire, what skills to screen for, red flags to avoid, and where to find the best candidates. See how it works.

Inside Clay's GTM Engineering Lab: Plays, Principles, and Automation

See how Clay's GTM engineering lab turns internal problems into revenue plays using AI, automation, and data-driven principles. Learn how it works.

How to Build the Most Targeted Account Lists Possible

Generic tools leave bad-fit companies in your account list. Learn how to build targeted account lists using AI enrichment and real workflow examples in Clay.

Personalized Direct Mail at Scale: The Gifting Play with Clay

Learn how to run personalized direct mail campaigns using Clay — validate contacts, generate AI gift copy, and export to email. See how it works.

How to Set Up Your Full Inbound Sales Process on Clay

Learn how to set up your full inbound sales process on Clay — enrich leads, tag MQLs, and automate email campaigns from form to demo. See how it works.

AI-Enabled GTM for Private Equity: The Value Creation Playbook

Learn how AI-enabled GTM for private equity drives value creation across portfolios—from data quality to agentic workflows. See how it works.

Do More With Your Data: Clay's Post-Data-Provider Approach

Clay's post-data-provider approach combines 150+ providers, waterfall enrichment, and AI scraping to maximize data coverage. See how it works.

Google Maps Lead Generation for Niche Local Businesses

Learn how to use Google Maps lead generation to find niche local businesses, enrich owner contacts, and send personalized outreach at scale with Clay.

24 AI Email Personalization Examples for Cold Outreach (With Prompts)

Get 24 AI email personalization examples for cold outreach, with ChatGPT prompts you can run at scale in Clay. Learn how to write emails that actually convert.

How to Ace Your Follow-Ups: A Practical Sales Guide

Learn how to ace your follow-ups with value-driven outreach, personalization tips, multi-channel tactics, and automation tools that keep deals moving. See how it works.

How to Prioritize Your Waitlist with Lead Enrichment

Learn how to prioritize your waitlist using lead enrichment. Turn raw signups into qualified leads by company, title, and role — no long forms needed. See how.

B2B Cold Email Templates: Frameworks That Get Replies

Learn how to write B2B cold email templates that convert with a proven 5-part framework, follow-up strategy, and real examples. See how it works.

Audiences: now in Enterprise beta

Clay Audiences unifies your CRM, product data, and intent signals into one layer — so reps and agents can run precise, personalized GTM plays at scale.

The thinking behind our new pricing: our internal memo

Clay pricing memo: INTERNAL

Introducing Clay’s new pricing

Today, we’re launching a pricing update that reduces data costs, and simplifies and improves the value of our plans. Our goal is to have Clay be your default tool for GTM Engineering.

Clay partners with Lusha and Beauhurst to expand European data coverage

Lusha adds lookalike prospecting, contact enrichment, and signals in EMEA. Beauhurst adds private funding and corporate structure data in the UK and Germany.

Source your precise TAM from lookalikes you can trust with Ocean.io and Clay

Clay + Ocean now enable preview-based B2B lookalike discovery. Preview leads before committing credits and expand your TAM with greater precision.

Clay doubles down on supporting European GTM teams

Clay's waterfall enrichment delivers 2–3x more mobile phone coverage than leading solo providers across Europe. Plus new data partnerships, a London office, and timezone-aligned support.

In Nigeria, she built a life where money wouldn’t decide

Clay blog | In Nigeria, she built a life where money wouldn’t decide

Sculptor Analyst Mode: Turning Context-Rich Data Into Actionable GTM Insights

Gather business intelligence and share documents of this analysis directly from Sculptor

In a place where girls often choose between career or marriage, she carved her own path 

Javeria Shah won the Clay Cup 2025 despite being denied a US visa and competing remotely from Pakistan. Learn how she transitioned from electronics engineering into GTM engineering and built her own business.

How we designed Sculpt

Our first conference, Sculpt, is where the analog soul of Clay met the digital mind of Clay.

Clay announces second employee tender offer in nine months at a $5B valuation

A rare repeat employee liquidity event, designed to give builders flexibility as Clay accelerates

Clay is now available as a connector in Claude

Bring Clay's contact databases, enrichment providers, and AI agents into your Claude workflow.

Sellers have a new AI edge: Clay in ChatGPT

Use Clay directly in ChatGPT to find the right buyers, research people and companies, and draft personalized outbound. One conversation, powered by live GTM data.

Clay reaches $100M ARR

Clay has crossed $100M ARR, growing from $1M to $100M in two years after six years of foundational product work. The milestone reflects durable customer adoption, efficient growth, and an ecosystem of GTM builders using Clay to power their business.

Clay Certifications: Turning mastery into credentials that matter

The Clay education team has built a certification program that runs entirely on Clay and gives users credentials that actually matter

Mobile Phone Verification Methodology

Clay has partnered with The Kiln to setup a series of large-scale data test across mobile phone, work email, personal email, email verification, and more. Below, we explain the approach to these tests.

Work Email Verification Methodology

Clay has partnered with The Kiln to setup a series of large-scale data test across mobile phone, work email, personal email, email verification, and more. Below, we explain the approach to these tests.

Stop Guessing, Start Analyzing: How Sculptor Turns Your GTM Data Into Your Competitive Advantage

Analyze your GTM data with Sculptor to turn fragmented information into actionable insight.

Find and outreach local businesses with Openmart and Clay Sequencer

Get the right contacts for local businesses without stitching together multiple tools or wasting valuable time on setup instead of selling.

Announcing Web Intent

Use Website Intent in Clay to see which companies visit your site, track engagement, and trigger personalized GTM plays. Turn website traffic into real buyer intent data.

How Clay Uses Clay: Conversational Data

How we use Clay to mine millions of pages of call transcripts to generate revenue, and how you can use it too.

Sculpting GTM’s future with six major launches

Today at Sculpt, we're launching six major features that will help teams turn any growth idea into reality faster.

Introducing Claygent Navigator

A new Claygent model that can use a browser to take actions and extract information from webpages.

Announcing the Clay Partner Program

The Clay Partner Program is to a partner, what a toolbox is to an artist. It keeps essential resources within reach and grows more sophisticated as your expertise develops. We've designed everything around one simple principle: helping you grow your business as Clay grows.

Introducing GPT-5 in Claygent: sharper research, stronger formulas, better outbound

GPT-5 is now a model option across Clay, bringing the best research and conversational writing we've ever shipped to your GTM workflows.

Clay Series C announcement. The GTM engineering era begins now

We raised a $100M Series C at a $3.1B valuation to power GTM engineering!

Claygent surpasses 1 billion runs

The world's most loved AI research agent in GTM has passes a huge milestone at 1 billion runs.

Announcing Sculpt: Clay’s first annual user conference

Join us for Sculpt, Clay’s first annual user conference on Sept 17 in San Francisco where GTM leaders build AI workflows, share creative tactics, and get early access to new features.

Announcing custom signals at Clay

Clay's new custom signals platform helps sales teams track unique data changes that indicate buying opportunities. Turn any data point into a sales signal, enrich with context, and automate personalized outreach to find GTM alpha your competitors miss.

Clay announces employee tender offer led by Sequoia at $1.5B valuation

Clay allows employees to sell vested shares for immediate liquidity through a $20M tender offer at a $1.5B valuation. With 10x revenue growth in 2022-2023 and serving 8,000+ customers including OpenAI and Hubspot, Clay continues to change how businesses approach go-to-market strategies with their AI agent Claygent.

Create personalized presentations at scale with Clay and Google Slides

Automate personalized sales decks with Clay’s Google Slides integration. Instantly generate tailored presentations for leads, customers, QBRs, and internal updates. Use one template to create hundreds of presentations at scale.

Turn Gong conversations into automated GTM workflows

Clay now integrates with Gong—turn messy call transcripts into powerful automations in Salesforce, HubSpot, Notion, Slack, Google Sheets, and 100+ other integrations.

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Best Facebook Group Scraper Tools: Top 4 Picks for 2026

With more than 2.85 billion users globally, Facebook is more than a social network. It's a powerful platform that offers countless opportunities for businesses to gain valuable insights like identifying user pain points, conducting sentiment analysis, or tracking competitors. 

With discussions on important topics, Facebook groups are where users can share their opinions, which you can use to make the right business decisions. 📈

This is where Facebook group scrapers come into play. Read our guide to learn how to scrape Facebook groups effectively and find a scraper that perfectly matches your needs. Our list of four top-ranking scrapers was hand-picked using a comprehensive approach that included:

  • Running first-hand usability tests and analysis
  • Consulting industry experts and influencers for their opinions
  • Checking out reviews on all major platforms like G2, Capterra, and Product Hunt
  • TL;DR

    • Scraping public Facebook group data is technically legal, but you must comply with GDPR, CCPA, and Facebook's own terms of service before collecting any data.
    • The four best Facebook group scrapers are Clay, Apify, Data Miner, and PhantomBuster, each suited to different use cases and technical skill levels.
    • Clay stands out by combining scraping with waterfall enrichment across 150+ data providers, an AI research agent (Claygent), and 100+ integrations, all without writing code.
    • When choosing a Facebook group scraper, prioritize data accuracy, export formats (CSV/JSON), and whether the tool offers enrichment beyond raw scraping.

    Is Facebook Group Scraping Legal?

    Source: Pixabay

    While scraping public data is technically legal, irresponsible social media scraping that involves collecting personally identifiable information (PII) can lead to data misuse. Ensure that the collected data fully complies with regulations like:

    Still, Facebook's terms of service don't permit any form of data collection from its platform without their explicit permission. Disregarding these terms could potentially result in your IP being blocked or, in severe cases, legal action. 

    So, it's best to ask for written permission before firing up your Facebook group scraper. 📝

    4 Best Facebook Group Scrapers for Automated Data Extraction

    After carefully considering dozens of scrapers that can collect Facebook data, here are our top picks:

  • Clay
  • Apify
  • Data Miner
  • PhantomBuster
  • 1. Clay

    Source: Clay

    Clay is a robust data enrichment platform that can help you effortlessly gather data to build high-quality lead lists or do market research. 

  • Open the page you want to scrape using the Chrome browser
  • Select the first two items you want to scrape, and Clay will intelligently detect the rest
  • Add corresponding attributes to your list to define it as text, link, image, etc.
  • Complete your mapping and save your Recipe
  • After it's done scraping the page, Clay adds the data to your Workspace, allowing you to continue processing it, export it to Google Sheets or as a CSV file, or send it to other apps using some of Clay's 100+ built-in integrations. 🧩

    Source: Clay

    Clay also features Claygent, an AI agent that uses the power of natural language to scrape data from the internet and present it to you in a neatly organized way. Simply tell Claygent what data you need and watch it extract it.

    You can test Clay's capabilities using the free forever plan or the 14-day free trial. To unlock its full potential, subscribe to one of the following plans:

  • Launch — $185/month
  • Growth — $495/month
  • Enterprise — Custom pricing
  • Most users share their satisfaction with Clay's powerful features, ease of use, and flexible pricing. Some users say that Clay requires some time to fully master, but it all pays off in the end.

    ✔️ Facebook integration

    ✔️ Powerful web browser extension

    ✔️ AI scraper

    ✔️ Extensive data enrichment capabilities

    ✔️ Flexible pricing

    💡 Bonus read: Check out these no-code scraping solutions for less tech-savvy users. After that, see what websites allow web scraping.

    2. Apify

    Source: Apify

    Apify is a cloud platform that allows developers to build and deploy their web-scraping tools, or Actors, which users can then use and modify as they see fit.

    The platform has an Actor built to scrape Facebook group data that can return up to 5,000 results with each run, allowing you to get massive amounts of data with only a few clicks. All you need to do is open the Facebook Groups Scraper Actor, add one or more URLs, and watch the data pour in. 

    This Actor allows you to extract the following:

  • Posts' URLs and text
  • Comments
  • Likes
  • Timestamps
  • After completing the process, you can download the data in JSON, Excel, and CSV formats or move it directly to other services for further use. 

    The platform offers a generous free forever plan that lets you test out its capabilities. For those who want to use its powerful features to the fullest, Apify offers the following paid plans:

  • Starter — $49/month (+pay-as-you-go)
  • Scale — $499/month (+pay-as-you-go)
  • Business — $999/month (+pay-as-you-go)
  • Enterprise — Custom (+pay-as-you-go) 
  • Apify has received a lot of praise from users. Still, some reviewers complain about its high pricing scheme. Some users also noted that it occasionally gets stuck with firewalls or changing website addresses.

    ✔️ Works in the cloud

    ✔️ No coding required

    ✔️ User-friendly interface

    ✔️ Scalable

    ❌ Expensive and complicated pricing model

    ❌ Issues with bypassing firewalls

    💡 Did you know? Clay integrates seamlessly with Apify, letting you get the most out of both tools and make data-driven decisions. 

    3. Data Miner

    Source: Data Miner

    Data Miner offers a Chrome and Edge extension with an extensive collection of user-created Recipes that let you scrape data from just about any website you can imagine, including Facebook groups. 🎉

    The extension's one-click scraping feature simplifies the scraping process to a minimum, making it ideal for beginners who need a quick and simple way to scrape Facebook group data. It captures usernames, message text, image URLs, post dates, comments, likes, and shares.

    Data Miner comes with a free plan that lets you scrape 500 pages per month. If you go over this limit, your account will be locked until you subscribe to one of the paid plans:

  • Solo — $19.99/month
  • Small business — $49/month
  • Business — $99/month
  • Business Plus — $200/month
  • Aside from account locking, which seems to be a bit excessive, some user reviews claim that the auto pagination feature only works if you scrape one URL at a time. Some users may also find their pricing plan a little steep, considering it only offers web scraping capabilities.

    ✔️ Easy to use

    ✔️ Pre-made recipes

    ✔️ Free plan available

    ❌ Limited free plan

    ❌ Pagination feature isn't effective

    ❌ Pricey for a scraping-only solution

    4. PhantomBuster

    Source: PhantomBuster

    PhantomBuster is a multi-functional scraper that runs fully in the cloud. The platform uses pre-built pieces of code called Phantoms to automate specific scraping tasks.

    PhantomBuster has a dedicated Phantom created specifically for Facebook group scraping that extracts data without any coding or complicated setups. It can collect up to 5,000 records from a single group, which you can export in a neatly structured CSV or JSON file.

    All you need to do is give it a list of Facebook group URLs you want to scrape and your Facebook cookie, and it will extract all the group members, including:

  • Their names
  • Profile pictures
  • Profile URLs
  • Unique IDs
  • Job and location data
  • While many reviewers highlight PhantomBuster's powerful features wrapped up in a user-friendly interface, some claim that the cookie feature doesn't always work. Some users also noted that the email verification tool doesn't always collect correct emails, which can seriously affect your outbound campaigns.

    PhantomBuster comes with a 14-day free trial that lets you test-drive its features, after which you can choose between three monthly subscription plans:

  • Starter — $69/month
  • Pro — $159/month
  • Team — $439/month
  • ✔️ Beginner-friendly

    ✔️ Intuitive UI

    ✔️ Works fully in the cloud

    ✔️ Wide scraping surface

    ❌ No free forever plan

    ❌ Email verification accuracy issues

    💡 Did you know? Clay integrates seamlessly with PhantomBuster, unlocking a world of possibilities for data enrichment.

    Final Verdict: Which Facebook Group Scraper Is Best?

    While each of the Facebook group scrapers we discussed excels in extracting structured data, there's no one-size-fits-all solution. To choose a scraper that works best for you, carefully consider these three factors:

  • Is the data you're collecting accurate and complete?
  • Can this tool help you get results faster and reduce costs?
  • Does it offer any additional features like data enrichment?
  • If you need a platform that excels at scraping, integrates with other data providers, and offers powerful data enrichment capabilities, Clay is the clear winner. 🏆

    Scrape Accurate Data With Clay

    Clay is much more than a Facebook group scraper. It features extensive data enrichment options to let you fill in any missing data, or skip the scraping process altogether. 📚

    Clay uses waterfall enrichment to run a sequential search across dozens of data providers to give you the most accurate and complete data for your outbound campaigns. You can choose sources like:

    Source: Clay

    To organize all collected data points neatly, Clay offers an impressive array of data formatting capabilities, such as:

  • ✅ Normalizing your contact names: Easily remove nicknames, emojis, and other inconsistencies from your contact lists
  • ✅ Normalizing company names: Ensure your list of companies contains correct spelling, abbreviations, and capitalization
  • ✅ Normalizing location: Always have the right addresses, postal codes, and regions at your fingertips
  • ✅ Normalizing domains: Easily turn messy domain names that use inconsistent formatting into streamlined URLs
  • Once your contact data is enriched and properly formatted, you can download it or push it directly into your CRM software with a few clicks.

    The best part is that anyone can use Clay. You don't need to write a single line of code to run your campaigns. Here's what one user had to say: 

    Source: X.com

    Frequently Asked Questions

    What is a Facebook group scraper?

    A Facebook group scraper is a tool that automatically extracts data from Facebook groups, such as posts, comments, likes, timestamps, member names, and profile URLs. This data can then be exported in formats like CSV or JSON for further analysis, lead generation, or market research.

    Can you scrape private Facebook groups?

    Most scrapers covered in this guide are designed for public Facebook group data. Scraping private groups raises significant legal and ethical concerns, and Facebook's terms of service prohibit data collection without explicit permission regardless of group type.

    What data can you extract from a Facebook group?

    Depending on the tool, you can typically extract post text and URLs, comments, likes, timestamps, member names, profile pictures, profile URLs, unique IDs, and job or location data. Tools like PhantomBuster and Apify can return up to 5,000 records per run.

    Create a Free Clay Account

    Get started with Clay by following these three easy steps: 

  • Visit the signup page 👈
  • Enter your name, email, and password
  • Start exploring the platform's powerful features and capabilities
  • To learn more about Clay, visit Clay University or join the active Clay Slack community to find out how other marketing and sales gurus use it to expand their outreach. Don't forget to sign up for Clay's newsletter for updates and useful tips on running high-performing campaigns. 📫

    💡 Bonus read: See recommendations for social media scraping tools for platforms like:

    With more than 2.85 billion users globally, Facebook is more than a social network. It's a powerful platform that offers countless opportunities for businesses to gain valuable insights like identifying user pain points, conducting sentiment analysis, or tracking competitors. 

    With discussions on important topics, Facebook groups are where users can share their opinions, which you can use to make the right business decisions. 📈

    This is where Facebook group scrapers come into play. Read our guide to learn how to scrape Facebook groups effectively and find a scraper that perfectly matches your needs. Our list of four top-ranking scrapers was hand-picked using a comprehensive approach that included:

  • Running first-hand usability tests and analysis
  • Consulting industry experts and influencers for their opinions
  • Checking out reviews on all major platforms like G2, Capterra, and Product Hunt
  • TL;DR

    • Scraping public Facebook group data is technically legal, but you must comply with GDPR, CCPA, and Facebook's own terms of service before collecting any data.
    • The four best Facebook group scrapers are Clay, Apify, Data Miner, and PhantomBuster, each suited to different use cases and technical skill levels.
    • Clay stands out by combining scraping with waterfall enrichment across 150+ data providers, an AI research agent (Claygent), and 100+ integrations, all without writing code.
    • When choosing a Facebook group scraper, prioritize data accuracy, export formats (CSV/JSON), and whether the tool offers enrichment beyond raw scraping.

    Is Facebook Group Scraping Legal?

    Source: Pixabay

    While scraping public data is technically legal, irresponsible social media scraping that involves collecting personally identifiable information (PII) can lead to data misuse. Ensure that the collected data fully complies with regulations like:

    Still, Facebook's terms of service don't permit any form of data collection from its platform without their explicit permission. Disregarding these terms could potentially result in your IP being blocked or, in severe cases, legal action. 

    So, it's best to ask for written permission before firing up your Facebook group scraper. 📝

    4 Best Facebook Group Scrapers for Automated Data Extraction

    After carefully considering dozens of scrapers that can collect Facebook data, here are our top picks:

  • Clay
  • Apify
  • Data Miner
  • PhantomBuster
  • 1. Clay

    Source: Clay

    Clay is a robust data enrichment platform that can help you effortlessly gather data to build high-quality lead lists or do market research. 

  • Open the page you want to scrape using the Chrome browser
  • Select the first two items you want to scrape, and Clay will intelligently detect the rest
  • Add corresponding attributes to your list to define it as text, link, image, etc.
  • Complete your mapping and save your Recipe
  • After it's done scraping the page, Clay adds the data to your Workspace, allowing you to continue processing it, export it to Google Sheets or as a CSV file, or send it to other apps using some of Clay's 100+ built-in integrations. 🧩

    Source: Clay

    Clay also features Claygent, an AI agent that uses the power of natural language to scrape data from the internet and present it to you in a neatly organized way. Simply tell Claygent what data you need and watch it extract it.

    You can test Clay's capabilities using the free forever plan or the 14-day free trial. To unlock its full potential, subscribe to one of the following plans:

  • Launch — $185/month
  • Growth — $495/month
  • Enterprise — Custom pricing
  • Most users share their satisfaction with Clay's powerful features, ease of use, and flexible pricing. Some users say that Clay requires some time to fully master, but it all pays off in the end.

    ✔️ Facebook integration

    ✔️ Powerful web browser extension

    ✔️ AI scraper

    ✔️ Extensive data enrichment capabilities

    ✔️ Flexible pricing

    💡 Bonus read: Check out these no-code scraping solutions for less tech-savvy users. After that, see what websites allow web scraping.

    2. Apify

    Source: Apify

    Apify is a cloud platform that allows developers to build and deploy their web-scraping tools, or Actors, which users can then use and modify as they see fit.

    The platform has an Actor built to scrape Facebook group data that can return up to 5,000 results with each run, allowing you to get massive amounts of data with only a few clicks. All you need to do is open the Facebook Groups Scraper Actor, add one or more URLs, and watch the data pour in. 

    This Actor allows you to extract the following:

  • Posts' URLs and text
  • Comments
  • Likes
  • Timestamps
  • After completing the process, you can download the data in JSON, Excel, and CSV formats or move it directly to other services for further use. 

    The platform offers a generous free forever plan that lets you test out its capabilities. For those who want to use its powerful features to the fullest, Apify offers the following paid plans:

  • Starter — $49/month (+pay-as-you-go)
  • Scale — $499/month (+pay-as-you-go)
  • Business — $999/month (+pay-as-you-go)
  • Enterprise — Custom (+pay-as-you-go) 
  • Apify has received a lot of praise from users. Still, some reviewers complain about its high pricing scheme. Some users also noted that it occasionally gets stuck with firewalls or changing website addresses.

    ✔️ Works in the cloud

    ✔️ No coding required

    ✔️ User-friendly interface

    ✔️ Scalable

    ❌ Expensive and complicated pricing model

    ❌ Issues with bypassing firewalls

    💡 Did you know? Clay integrates seamlessly with Apify, letting you get the most out of both tools and make data-driven decisions. 

    3. Data Miner

    Source: Data Miner

    Data Miner offers a Chrome and Edge extension with an extensive collection of user-created Recipes that let you scrape data from just about any website you can imagine, including Facebook groups. 🎉

    The extension's one-click scraping feature simplifies the scraping process to a minimum, making it ideal for beginners who need a quick and simple way to scrape Facebook group data. It captures usernames, message text, image URLs, post dates, comments, likes, and shares.

    Data Miner comes with a free plan that lets you scrape 500 pages per month. If you go over this limit, your account will be locked until you subscribe to one of the paid plans:

  • Solo — $19.99/month
  • Small business — $49/month
  • Business — $99/month
  • Business Plus — $200/month
  • Aside from account locking, which seems to be a bit excessive, some user reviews claim that the auto pagination feature only works if you scrape one URL at a time. Some users may also find their pricing plan a little steep, considering it only offers web scraping capabilities.

    ✔️ Easy to use

    ✔️ Pre-made recipes

    ✔️ Free plan available

    ❌ Limited free plan

    ❌ Pagination feature isn't effective

    ❌ Pricey for a scraping-only solution

    4. PhantomBuster

    Source: PhantomBuster

    PhantomBuster is a multi-functional scraper that runs fully in the cloud. The platform uses pre-built pieces of code called Phantoms to automate specific scraping tasks.

    PhantomBuster has a dedicated Phantom created specifically for Facebook group scraping that extracts data without any coding or complicated setups. It can collect up to 5,000 records from a single group, which you can export in a neatly structured CSV or JSON file.

    All you need to do is give it a list of Facebook group URLs you want to scrape and your Facebook cookie, and it will extract all the group members, including:

  • Their names
  • Profile pictures
  • Profile URLs
  • Unique IDs
  • Job and location data
  • While many reviewers highlight PhantomBuster's powerful features wrapped up in a user-friendly interface, some claim that the cookie feature doesn't always work. Some users also noted that the email verification tool doesn't always collect correct emails, which can seriously affect your outbound campaigns.

    PhantomBuster comes with a 14-day free trial that lets you test-drive its features, after which you can choose between three monthly subscription plans:

  • Starter — $69/month
  • Pro — $159/month
  • Team — $439/month
  • ✔️ Beginner-friendly

    ✔️ Intuitive UI

    ✔️ Works fully in the cloud

    ✔️ Wide scraping surface

    ❌ No free forever plan

    ❌ Email verification accuracy issues

    💡 Did you know? Clay integrates seamlessly with PhantomBuster, unlocking a world of possibilities for data enrichment.

    Final Verdict: Which Facebook Group Scraper Is Best?

    While each of the Facebook group scrapers we discussed excels in extracting structured data, there's no one-size-fits-all solution. To choose a scraper that works best for you, carefully consider these three factors:

  • Is the data you're collecting accurate and complete?
  • Can this tool help you get results faster and reduce costs?
  • Does it offer any additional features like data enrichment?
  • If you need a platform that excels at scraping, integrates with other data providers, and offers powerful data enrichment capabilities, Clay is the clear winner. 🏆

    Scrape Accurate Data With Clay

    Clay is much more than a Facebook group scraper. It features extensive data enrichment options to let you fill in any missing data, or skip the scraping process altogether. 📚

    Clay uses waterfall enrichment to run a sequential search across dozens of data providers to give you the most accurate and complete data for your outbound campaigns. You can choose sources like:

    Source: Clay

    To organize all collected data points neatly, Clay offers an impressive array of data formatting capabilities, such as:

  • ✅ Normalizing your contact names: Easily remove nicknames, emojis, and other inconsistencies from your contact lists
  • ✅ Normalizing company names: Ensure your list of companies contains correct spelling, abbreviations, and capitalization
  • ✅ Normalizing location: Always have the right addresses, postal codes, and regions at your fingertips
  • ✅ Normalizing domains: Easily turn messy domain names that use inconsistent formatting into streamlined URLs
  • Once your contact data is enriched and properly formatted, you can download it or push it directly into your CRM software with a few clicks.

    The best part is that anyone can use Clay. You don't need to write a single line of code to run your campaigns. Here's what one user had to say: 

    Source: X.com

    Frequently Asked Questions

    What is a Facebook group scraper?

    A Facebook group scraper is a tool that automatically extracts data from Facebook groups, such as posts, comments, likes, timestamps, member names, and profile URLs. This data can then be exported in formats like CSV or JSON for further analysis, lead generation, or market research.

    Can you scrape private Facebook groups?

    Most scrapers covered in this guide are designed for public Facebook group data. Scraping private groups raises significant legal and ethical concerns, and Facebook's terms of service prohibit data collection without explicit permission regardless of group type.

    What data can you extract from a Facebook group?

    Depending on the tool, you can typically extract post text and URLs, comments, likes, timestamps, member names, profile pictures, profile URLs, unique IDs, and job or location data. Tools like PhantomBuster and Apify can return up to 5,000 records per run.

    Create a Free Clay Account

    Get started with Clay by following these three easy steps: 

  • Visit the signup page 👈
  • Enter your name, email, and password
  • Start exploring the platform's powerful features and capabilities
  • To learn more about Clay, visit Clay University or join the active Clay Slack community to find out how other marketing and sales gurus use it to expand their outreach. Don't forget to sign up for Clay's newsletter for updates and useful tips on running high-performing campaigns. 📫

    💡 Bonus read: See recommendations for social media scraping tools for platforms like:

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