Best Facebook Scraper Tools in 2026: Top 5 Compared - 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.
Product
Use Cases
Solutions
Resources
Company
Pricing
Features
Additional
How Clay uses Clay
LinkedIn + Meta Ads on Autopilot
CRM enrichment
Keep your CRM clean with the highest quality data
BY TEAM
BY STAGE
BY CUSTOMERS
Figma
Link long form description will go in this slot here.
Verkada
Link long form description will go in this slot here.
depthfirst
Link long form description will go in this slot here.
Merge
Link long form description will go in this slot here.
Vanta
Link long form description will go in this slot here.
Intercom
Grew their outbound-sourced pipeline by +140%
START GROWING
DISCOVER
Community
PARTNER WITH US
Clay Commnity
In Nigeria, she built a life where money wouldn’t decide
OUR COMPANY
GET IN TOUCH
SOCIALS
Article – NY Times
Clay allows employees to sell shares at a $5b valuation.
Best Facebook Scraper Tools in 2026: Top 5 Picks Compared
Three ways to scrape data from Facebook include manual extraction, integrating Meta's Graph API, or using Facebook scraper tools.
While manual extraction is impractical for numerous web pages, Graph API has limited data access and strict scraping limits. So, large-scale scraping of various data points is most easily manageable with specialized data scraping software.
If that sounds like one of your projects, this guide will help you choose the right Facebook scraping tool. We highlight the factors to consider when filtering out your options and review the top five Facebook scrapers available.
TL;DR
- The five best Facebook scraper tools are Clay, PhantomBuster, Bardeen, Octoparse, and Bright Data.
- When choosing a Facebook scraper, evaluate ease of use, data quality, export formats, proxy/anti-ban features, and whether the tool also handles data enrichment.
- Scraping publicly available Facebook data is legal, but Facebook prohibits automated scraping without explicit permission.
- Clay is the top pick: it combines Facebook scraping, AI-powered research via Claygent, waterfall enrichment across 50+ databases, and a free forever plan.
How to Choose the Best Facebook Scraper
To rate tools objectively, we took a comprehensive approach that involved:
Still, each Facebook scraper we shortlisted has different strengths and weaknesses, so they may not work for everyone. To zero in on the right tool for you, consider the following factors as you assess your options:
Types of Data Scrapers
Aside from the factors above, consider the level of coding necessary to operate the tool. Building your scraper from scratch is typically only viable when you need rare functionalities you can't find with ready-made solutions.
Pre-built tools are great for most data scraping projects, whether for lead generation, market analysis, or competitor research. Among them, you can choose between two primary types:
While a specialized Facebook scraper may have additional features to surpass Facebook's anti-scraping measures, using one may result in being blocked or sued, depending on the type of data you collect.
While Facebook prohibits any automated web scraping without explicit permission, extracting publicly available data is legal. ⚖️
💡 Bonus read: Find websites that allow web scraping and collect data responsibly.
Best Facebook Scraping Tools: Our Top 5 Picks
Considering all of the above, here are the top five Facebook scraper tools:
1. Clay
Clay is a comprehensive data providing and data enrichment platform that offers numerous options for scraping Facebook, and any other website, for that matter. Among Clay's 100+ integrations, you'll find Facebook.
All you have to do is provide a company's domain or Facebook page URL, and Clay will deliver data points like:
If you're up for a more comprehensive scraping task and want to scrape other data points, you'll love Claygent and the Chrome extension. Claygent is an AI web scraper that can visit any website and extract the data you need. Instruct the assistant using natural language prompts, similar to ChatGPT, and it will find and extract the info in no time. ⚡
The Chrome extension lets you scrape Facebook data as you browse. When you open a web page, it either detects and collects the data automatically or lets you select the elements you need and add them to your Clay table in one or two clicks. 🖱️
After scraping, you can use Clay's extensive data enrichment capabilities to improve the quality of the results, using information from over 50 databases.
While Clay doesn't currently offer templates for Facebook specifically, the platform has numerous other templates that come with pre-built Clay tables and automations to collect data points, such as a company's open roles and employees and Indeed job listings.
In terms of pricing, Clay offers a free forever plan and a 14-day free trial. Once you fall in love with the features, you can choose between four paid plans:
As for user reviews, many are impressed with the platform's feature versatility and variety of use cases. Others praise the platform's speed and appreciate the seamless user experience from a non-technical business perspective.
✔️ Facebook integration
✔️ AI data scraper
✔️ Chrome extension
✔️ Numerous data providers
✔️ Data enrichment features
✔️ Free forever plan
💡 Bonus read: Learn how to scrape emails from Facebook or Instagram.
2. PhantomBuster
PhantomBuster is a tech company that offers no-code scraping tools called Phantoms. The Facebook Profile Scraper Phantom can extract all public data from a profile URL or a list of URLs and deliver them in CSV, JSON, or Excel file formats. Some of the data points you can extract include:
If this doesn't meet your data extraction needs, you can request the Phantom Store team to develop a custom Facebook scraper for you. 💻
You can also chain Phantoms to automate a series of actions or processes. For example, you can chain the Facebook Profile Scraper and Facebook Group Members Export Phantoms to collect the profile URLs of the members of a group and extract their details. You can do all this without being detected as the Phantoms run on the cloud and use proxies to mask your IP address. ☁️
After scraping, you can use PhantomBuster's contact enrichment to fill the gaps in your results, then use lead outreach Phantoms to send personalized messages to each contact.
To test the Phantoms, you can sign up for a 14-day free trial. As for the paid plans, the platform offers the following options:
That said, users frequently mention the trial version, noting that it is too limited to get a feel for the platform before committing. The platform may also feel overwhelming for new users. 😫
✔️ Features hundreds of pre-built scraping tools
✔️ Allows you to request custom tools
✔️ Lets you automate a series of actions
✔️ Has contact enrichment features
❌ Steep learning curve
❌ Limited trial version
💡 Pro tip: Leverage Clay's PhantomBuster integration to get the most out of both feature sets without paying for separate subscriptions.
3. Bardeen
Bardeen is a workflow automation platform that uses AI to automate repetitive tasks like scraping Facebook. It offers more than 1,000 ready-made automations for various purposes, such as:
In addition to the ready-made Facebook scraping tools, Bardeen lets you build custom automations in two ways: using the no-code builder or the Magic Box.
The no-code builder lets you click on the elements you want to extract from a page and save the actions as a reusable template, while the Magic Box lets you type in your desired workflow using natural language and generates the automation you need. 🗣️
Another unique selling point of Bardeen is the proactive Automation Assistant that observes and learns from your workflows to build hyper-personalized automations. After that, you can leverage one of the integrations like Cruchbase, Clearbit, and Google Travel to enrich your results.
Bardeen offers a free-forever plan for individuals and small teams, but if you need more functionalities, you'd need to opt for one of the paid plans with adjustable numbers of credits:
According to user reviews, Bardeen is not intuitive, and the documentation is not helpful, which can be a consideration for some users.
✔️ Pre-built automations
✔️ Magic Box
✔️ Automation Assistant
✔️ Free forever plan
❌ Takes time to master
❌ Unhelpful documentation
4. Octoparse
Octoparse is a no-code Facebook scraping solution that lets you build web scrapers from scratch without writing code. It comes as a desktop platform with an intuitive workflow designer that you can use to create web scrapers in five quick steps:
It delivers results in a wide range of file formats, including XML, JSON, and CSV. Although it offers hundreds of preset templates for scraping most major websites, it currently has none for scraping Facebook.
With Octoparse, you won't have to worry about getting detected or blocked. It has a pool of proxies and offers IP rotation and CAPTCHA-solving features. 👮
In terms of pricing, Octoparse offers a free forever plan for small or simple projects and the following paid plans for larger or more complex projects:
Users note that the platform can scrape slowly, especially for cloud operations, and it has a steep learning curve for beginners.
✔️ No-code solution
✔️ IP rotation
✔️ CAPTCHA solving
✔️ Exports files in a wide range of formats
❌ Slow scrape speeds
❌ Steep learning curve
5. Bright Data Web Scraper APIs
Bright Data is a platform that offers various web data scraping products and services, including scraping APIs for collecting structured data from popular domains.
The scraping API you can use to extract data from Facebook is the Facebook Scraper API. It can collect all public data points, including:
Once you gather the data, you can export it in JSON, NDJSON, or CSV formats through Webhook or API delivery. 📁
The Facebook Scraper API benefits from Bright Data's award-winning proxy network, CAPTCHA solver, and IP rotation features, so you won't be detected or blocked as you scrape.
If you don't want to scrape Facebook yourself, you can purchase a Facebook dataset from Bright Data. 💵
In terms of pricing, Bright Data offers a pay-as-you-go model that starts from $0.001/record and charges users based on the number of records and domain type. If you need to purchase a Facebook dataset, they start from $300/month.
In user reviews, many agree that the user interface is complex and takes time to get acclimated to. Some users mentioned that they couldn't locate the platform's documentation, while those who did found it limited. 😞
✔️ Circumvents anti-scraping measures
✔️ Multiple file format export options
✔️ Datasets available
✔️ Pay-as-you-go pricing
❌ Complex interface
❌ Limited documentation
Verdict: Which Facebook Scraper Should You Choose?
Now that we have reviewed the top five options, the table below will help you compare them against the selection criteria we discussed. 🔎
With this breakdown, it's easy to identify the Facebook scraper that packs the biggest bang for your buck if you're looking for ways to enrich the data you collect easily.
Clay is the undisputed winner. Aside from the advanced scraping features that don't require extensive training or technical expertise, it offers:
Why Choose Clay Over Other Facebook Scrapers?
Scraping Facebook is only the first step of your project. Once you collect the data points, you should enrich and clean them to eliminate errors and ensure reliability.
To do so, you can use a separate data enrichment tool, increasing costs and risking errors as you move the data around. Alternatively, use Clay, a tool specializing in data enrichment features. 🧹
Clay stands out because it offers access to over 50 databases and uses the waterfall enrichment technique to improve your data's quality, depth, and accuracy without coding. It lets you choose the databases and searches them sequentially until it finds the info you need, whether about companies or people. 💪
You only pay for the information it finds, which allows you to cast your net as wide as possible without significantly increasing costs. 💲
After enrichment, you can export the data as a CSV file or continue processing it in Clay using its other features.
Other Clay Features You'll Love
Advanced scraping and enrichment capabilities are only the tip of the iceberg. Clay has several other notable features, including:
This versatility makes Clay the top choice for a range of data extraction tasks, including Facebook scraping. Here's what a user said about it when they tried it:
Frequently Asked Questions
Is it legal to scrape Facebook?
Scraping publicly available data from Facebook is generally considered legal. However, Facebook's terms of service prohibit any automated scraping without explicit permission. To stay on the right side of the rules, limit your scraping to public data and avoid collecting private or restricted information.
What data can a Facebook scraper collect?
Most Facebook scrapers can extract publicly available data such as page names, descriptions, follower counts, likes, check-ins, posts, and profile URLs. The exact data points available depend on the tool you use and whether the target profile or page is public.
How do Facebook scrapers avoid getting blocked?
Tools like PhantomBuster, Octoparse, and Bright Data use proxy networks, IP rotation, and CAPTCHA-solving features to reduce the risk of detection and blocking. Running scrapers on the cloud and spacing out requests also helps avoid triggering Facebook's anti-scraping measures.
Do I need to know how to code to use a Facebook scraper?
Most of the tools reviewed here, including Clay, PhantomBuster, Bardeen, and Octoparse, are no-code solutions. Bright Data's Scraper API is the exception and does require some technical knowledge to set up and use.
Create Your Clay Account
You can start scraping Facebook with Clay by creating your account in three steps:
If you want to learn more about the platform, visit Clay University, join the Slack community, or sign up for Clay's newsletter.
💡 Keep reading: Check out the best tools for scraping social media platforms like:
Three ways to scrape data from Facebook include manual extraction, integrating Meta's Graph API, or using Facebook scraper tools.
While manual extraction is impractical for numerous web pages, Graph API has limited data access and strict scraping limits. So, large-scale scraping of various data points is most easily manageable with specialized data scraping software.
If that sounds like one of your projects, this guide will help you choose the right Facebook scraping tool. We highlight the factors to consider when filtering out your options and review the top five Facebook scrapers available.
TL;DR
- The five best Facebook scraper tools are Clay, PhantomBuster, Bardeen, Octoparse, and Bright Data.
- When choosing a Facebook scraper, evaluate ease of use, data quality, export formats, proxy/anti-ban features, and whether the tool also handles data enrichment.
- Scraping publicly available Facebook data is legal, but Facebook prohibits automated scraping without explicit permission.
- Clay is the top pick: it combines Facebook scraping, AI-powered research via Claygent, waterfall enrichment across 50+ databases, and a free forever plan.
How to Choose the Best Facebook Scraper
To rate tools objectively, we took a comprehensive approach that involved:
Still, each Facebook scraper we shortlisted has different strengths and weaknesses, so they may not work for everyone. To zero in on the right tool for you, consider the following factors as you assess your options:
Types of Data Scrapers
Aside from the factors above, consider the level of coding necessary to operate the tool. Building your scraper from scratch is typically only viable when you need rare functionalities you can't find with ready-made solutions.
Pre-built tools are great for most data scraping projects, whether for lead generation, market analysis, or competitor research. Among them, you can choose between two primary types:
While a specialized Facebook scraper may have additional features to surpass Facebook's anti-scraping measures, using one may result in being blocked or sued, depending on the type of data you collect.
While Facebook prohibits any automated web scraping without explicit permission, extracting publicly available data is legal. ⚖️
💡 Bonus read: Find websites that allow web scraping and collect data responsibly.
Best Facebook Scraping Tools: Our Top 5 Picks
Considering all of the above, here are the top five Facebook scraper tools:
1. Clay
Clay is a comprehensive data providing and data enrichment platform that offers numerous options for scraping Facebook, and any other website, for that matter. Among Clay's 100+ integrations, you'll find Facebook.
All you have to do is provide a company's domain or Facebook page URL, and Clay will deliver data points like:
If you're up for a more comprehensive scraping task and want to scrape other data points, you'll love Claygent and the Chrome extension. Claygent is an AI web scraper that can visit any website and extract the data you need. Instruct the assistant using natural language prompts, similar to ChatGPT, and it will find and extract the info in no time. ⚡
The Chrome extension lets you scrape Facebook data as you browse. When you open a web page, it either detects and collects the data automatically or lets you select the elements you need and add them to your Clay table in one or two clicks. 🖱️
After scraping, you can use Clay's extensive data enrichment capabilities to improve the quality of the results, using information from over 50 databases.
While Clay doesn't currently offer templates for Facebook specifically, the platform has numerous other templates that come with pre-built Clay tables and automations to collect data points, such as a company's open roles and employees and Indeed job listings.
In terms of pricing, Clay offers a free forever plan and a 14-day free trial. Once you fall in love with the features, you can choose between four paid plans:
As for user reviews, many are impressed with the platform's feature versatility and variety of use cases. Others praise the platform's speed and appreciate the seamless user experience from a non-technical business perspective.
✔️ Facebook integration
✔️ AI data scraper
✔️ Chrome extension
✔️ Numerous data providers
✔️ Data enrichment features
✔️ Free forever plan
💡 Bonus read: Learn how to scrape emails from Facebook or Instagram.
2. PhantomBuster
PhantomBuster is a tech company that offers no-code scraping tools called Phantoms. The Facebook Profile Scraper Phantom can extract all public data from a profile URL or a list of URLs and deliver them in CSV, JSON, or Excel file formats. Some of the data points you can extract include:
If this doesn't meet your data extraction needs, you can request the Phantom Store team to develop a custom Facebook scraper for you. 💻
You can also chain Phantoms to automate a series of actions or processes. For example, you can chain the Facebook Profile Scraper and Facebook Group Members Export Phantoms to collect the profile URLs of the members of a group and extract their details. You can do all this without being detected as the Phantoms run on the cloud and use proxies to mask your IP address. ☁️
After scraping, you can use PhantomBuster's contact enrichment to fill the gaps in your results, then use lead outreach Phantoms to send personalized messages to each contact.
To test the Phantoms, you can sign up for a 14-day free trial. As for the paid plans, the platform offers the following options:
That said, users frequently mention the trial version, noting that it is too limited to get a feel for the platform before committing. The platform may also feel overwhelming for new users. 😫
✔️ Features hundreds of pre-built scraping tools
✔️ Allows you to request custom tools
✔️ Lets you automate a series of actions
✔️ Has contact enrichment features
❌ Steep learning curve
❌ Limited trial version
💡 Pro tip: Leverage Clay's PhantomBuster integration to get the most out of both feature sets without paying for separate subscriptions.
3. Bardeen
Bardeen is a workflow automation platform that uses AI to automate repetitive tasks like scraping Facebook. It offers more than 1,000 ready-made automations for various purposes, such as:
In addition to the ready-made Facebook scraping tools, Bardeen lets you build custom automations in two ways: using the no-code builder or the Magic Box.
The no-code builder lets you click on the elements you want to extract from a page and save the actions as a reusable template, while the Magic Box lets you type in your desired workflow using natural language and generates the automation you need. 🗣️
Another unique selling point of Bardeen is the proactive Automation Assistant that observes and learns from your workflows to build hyper-personalized automations. After that, you can leverage one of the integrations like Cruchbase, Clearbit, and Google Travel to enrich your results.
Bardeen offers a free-forever plan for individuals and small teams, but if you need more functionalities, you'd need to opt for one of the paid plans with adjustable numbers of credits:
According to user reviews, Bardeen is not intuitive, and the documentation is not helpful, which can be a consideration for some users.
✔️ Pre-built automations
✔️ Magic Box
✔️ Automation Assistant
✔️ Free forever plan
❌ Takes time to master
❌ Unhelpful documentation
4. Octoparse
Octoparse is a no-code Facebook scraping solution that lets you build web scrapers from scratch without writing code. It comes as a desktop platform with an intuitive workflow designer that you can use to create web scrapers in five quick steps:
It delivers results in a wide range of file formats, including XML, JSON, and CSV. Although it offers hundreds of preset templates for scraping most major websites, it currently has none for scraping Facebook.
With Octoparse, you won't have to worry about getting detected or blocked. It has a pool of proxies and offers IP rotation and CAPTCHA-solving features. 👮
In terms of pricing, Octoparse offers a free forever plan for small or simple projects and the following paid plans for larger or more complex projects:
Users note that the platform can scrape slowly, especially for cloud operations, and it has a steep learning curve for beginners.
✔️ No-code solution
✔️ IP rotation
✔️ CAPTCHA solving
✔️ Exports files in a wide range of formats
❌ Slow scrape speeds
❌ Steep learning curve
5. Bright Data Web Scraper APIs
Bright Data is a platform that offers various web data scraping products and services, including scraping APIs for collecting structured data from popular domains.
The scraping API you can use to extract data from Facebook is the Facebook Scraper API. It can collect all public data points, including:
Once you gather the data, you can export it in JSON, NDJSON, or CSV formats through Webhook or API delivery. 📁
The Facebook Scraper API benefits from Bright Data's award-winning proxy network, CAPTCHA solver, and IP rotation features, so you won't be detected or blocked as you scrape.
If you don't want to scrape Facebook yourself, you can purchase a Facebook dataset from Bright Data. 💵
In terms of pricing, Bright Data offers a pay-as-you-go model that starts from $0.001/record and charges users based on the number of records and domain type. If you need to purchase a Facebook dataset, they start from $300/month.
In user reviews, many agree that the user interface is complex and takes time to get acclimated to. Some users mentioned that they couldn't locate the platform's documentation, while those who did found it limited. 😞
✔️ Circumvents anti-scraping measures
✔️ Multiple file format export options
✔️ Datasets available
✔️ Pay-as-you-go pricing
❌ Complex interface
❌ Limited documentation
Verdict: Which Facebook Scraper Should You Choose?
Now that we have reviewed the top five options, the table below will help you compare them against the selection criteria we discussed. 🔎
With this breakdown, it's easy to identify the Facebook scraper that packs the biggest bang for your buck if you're looking for ways to enrich the data you collect easily.
Clay is the undisputed winner. Aside from the advanced scraping features that don't require extensive training or technical expertise, it offers:
Why Choose Clay Over Other Facebook Scrapers?
Scraping Facebook is only the first step of your project. Once you collect the data points, you should enrich and clean them to eliminate errors and ensure reliability.
To do so, you can use a separate data enrichment tool, increasing costs and risking errors as you move the data around. Alternatively, use Clay, a tool specializing in data enrichment features. 🧹
Clay stands out because it offers access to over 50 databases and uses the waterfall enrichment technique to improve your data's quality, depth, and accuracy without coding. It lets you choose the databases and searches them sequentially until it finds the info you need, whether about companies or people. 💪
You only pay for the information it finds, which allows you to cast your net as wide as possible without significantly increasing costs. 💲
After enrichment, you can export the data as a CSV file or continue processing it in Clay using its other features.
Other Clay Features You'll Love
Advanced scraping and enrichment capabilities are only the tip of the iceberg. Clay has several other notable features, including:
This versatility makes Clay the top choice for a range of data extraction tasks, including Facebook scraping. Here's what a user said about it when they tried it:
Frequently Asked Questions
Is it legal to scrape Facebook?
Scraping publicly available data from Facebook is generally considered legal. However, Facebook's terms of service prohibit any automated scraping without explicit permission. To stay on the right side of the rules, limit your scraping to public data and avoid collecting private or restricted information.
What data can a Facebook scraper collect?
Most Facebook scrapers can extract publicly available data such as page names, descriptions, follower counts, likes, check-ins, posts, and profile URLs. The exact data points available depend on the tool you use and whether the target profile or page is public.
How do Facebook scrapers avoid getting blocked?
Tools like PhantomBuster, Octoparse, and Bright Data use proxy networks, IP rotation, and CAPTCHA-solving features to reduce the risk of detection and blocking. Running scrapers on the cloud and spacing out requests also helps avoid triggering Facebook's anti-scraping measures.
Do I need to know how to code to use a Facebook scraper?
Most of the tools reviewed here, including Clay, PhantomBuster, Bardeen, and Octoparse, are no-code solutions. Bright Data's Scraper API is the exception and does require some technical knowledge to set up and use.
Create Your Clay Account
You can start scraping Facebook with Clay by creating your account in three steps:
If you want to learn more about the platform, visit Clay University, join the Slack community, or sign up for Clay's newsletter.
💡 Keep reading: Check out the best tools for scraping social media platforms like:
More Articles
Claygent Builder: The easiest way to build, test, and deploy GTM Agents
How Clay Uses Clay Ads: From $250 to $25 CPL
HG Insights Corporate Hierarchy: GTM Precision in Clay
Sales GTM Engineering: How Clay Built the Role From Scratch
How to Automate Inbound Lead Outreach: The Clay Playbook
demandDrive Joins Clay’s Partner Ecosystem as an Official Clay Studio Partner
B2B Sales Prospecting: 15 Strategies to Drive More Conversions
AI Sales Assistants: 11 Ways to Accelerate Your Outbound
The Three Laws of GTM: How to Win in the AI Era
Best Work Email Finders by Segment: SMB vs. Enterprise
How Clay Converts Trial Users Into Customers With Automated Outreach
Best Mobile Phone Data Providers for B2B Sales Teams
How to Build a Complete AI Outbound Sales Funnel
How to Get More Customers Using Outbound Sales: A Complete Guide
How to Automate 6 Cold Email Campaigns in One Clay Workflow
How Clay Identifies Tier 1 Accounts: A Three-Score System
Lead Scoring in Clay: A Step-by-Step Formula Guide
How to Validate Cold Outbound Offers and Find Message-Market Fit
Troubleshooting Outbound Sales and Prospecting: A Comprehensive Guide
Bulk Enrichment: Enrich Millions of CRM Records in Clay
Clay Templates: Automate, Customize, and Replicate Any GTM Workflow
How to Optimize Your Credit Usage in Clay
AI for sales prospecting
The Reverse Demo: How Clay Replaced Traditional B2B Sales Demos
Data Waterfalls: How to Maximize Contact Coverage with Clay
How Clay Runs ABM Campaigns: A Step-by-Step Playbook
How We Built Clay's GTM Engineering Function
Best Personal Email Finder Tools: Tested and Ranked
How to Use OpenAI to Write Cold Emails from Scratch with Clay
How to Run a Personalized Demo Play at Scale with Clay
Automated Slide Deck Creation: How Clay Builds QBRs from Your Data
HG Insights + Clay: B2B Technographic and Firmographic Data
B2B Cold Email Deliverability: 21 Best Practices
Basics of Google Search Operators: A Practical Guide
AI Lead Generation: The Complete B2B Guide
Clay MCP: Ops-built workflows, consumable by reps
How to Manage and Enrich Inbound Leads Automatically
GTM Alpha: How Winning Teams Build a Competitive Edge
Why Good CRM Data Matters and How Clay Helps
How to Use Formulas in Clay: AI Generator and Manual Entry
GTM Engineering: What It Is, How It Works, and How to Hire
Formulas in Clay: A Beginner's Intro for Non-Engineers
How Clay Uses Clay for SEO and AEO: 3 Systems That Scale
Turn Web Visitors into Leads: A Warm Outbound Play for B2B Sales
How to Use Web Scraping to Enrich Your Data with Clay
How to Create a Sales Prospect List in Minutes
Best B2B Email List Providers: Tested and Ranked (2026)
Outbound Sales Automation: How to 10x Pipeline Without More SDRs
The Wake the Dead Play: Reactivate Closed-Lost Deals with Clay
Three Tips to Guarantee Email Deliverability for Cold Outbound
How Clay Uses Clay for Customer Support: 3 Real Workflows
B2B Cold Email Copywriting: The Complete Guide
Introducing Clay Functions
Clay and Apollo Integration: Enrichment, Sequencing, and More
The Many Lives of Spreadsheets: A History and What Comes Next
AI recruiting strategies
How to Hire a GTM Engineer: The Complete Guide
Inside Clay's GTM Engineering Lab: Plays, Principles, and Automation
How to Build the Most Targeted Account Lists Possible
Personalized Direct Mail at Scale: The Gifting Play with Clay
How to Set Up Your Full Inbound Sales Process on Clay
AI-Enabled GTM for Private Equity: The Value Creation Playbook
Do More With Your Data: Clay's Post-Data-Provider Approach
Google Maps Lead Generation for Niche Local Businesses
24 AI Email Personalization Examples for Cold Outreach (With Prompts)
How to Ace Your Follow-Ups: A Practical Sales Guide
How to Prioritize Your Waitlist with Lead Enrichment
B2B Cold Email Templates: Frameworks That Get Replies
Audiences: now in Enterprise beta
The thinking behind our new pricing: our internal memo
Introducing Clay’s new pricing
Clay partners with Lusha and Beauhurst to expand European data coverage
Source your precise TAM from lookalikes you can trust with Ocean.io and Clay
Clay doubles down on supporting European GTM teams
In Nigeria, she built a life where money wouldn’t decide
Sculptor Analyst Mode: Turning Context-Rich Data Into Actionable GTM Insights
In a place where girls often choose between career or marriage, she carved her own path
How we designed Sculpt
Clay announces second employee tender offer in nine months at a $5B valuation
Clay is now available as a connector in Claude
Sellers have a new AI edge: Clay in ChatGPT
Clay reaches $100M ARR
Clay Certifications: Turning mastery into credentials that matter
Mobile Phone Verification Methodology
Work Email Verification Methodology
Stop Guessing, Start Analyzing: How Sculptor Turns Your GTM Data Into Your Competitive Advantage
Find and outreach local businesses with Openmart and Clay Sequencer
Announcing Web Intent
How Clay Uses Clay: Conversational Data
Sculpting GTM’s future with six major launches
Introducing Claygent Navigator
Announcing the Clay Partner Program
Introducing GPT-5 in Claygent: sharper research, stronger formulas, better outbound
Clay Series C announcement. The GTM engineering era begins now
Claygent surpasses 1 billion runs
Announcing Sculpt: Clay’s first annual user conference
Announcing custom signals at Clay
Clay announces employee tender offer led by Sequoia at $1.5B valuation
Create personalized presentations at scale with Clay and Google Slides
