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Facebook Email Scraper

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Facebook Email Scraper

Facebook Email Scraper

Facebook Email Scraper SD - Facebook Email Scraper is a powerful tool that extracts public business emails, Page names, handles and profile URLs from Facebook results by keyword, industry, location and email domain - Facebook email extractor for local business lead generation.

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$2.99 / 1,000 results

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Neuro Data

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Facebook Email Scraper - Public Contact Emails from Facebook Pages and Profiles

The Facebook Email Scraper is an Apify Actor that collects publicly indexed contact emails belonging to Facebook Pages, profiles and community pages. Give it keywords, get a structured dataset of leads.

The Facebook Email Scraper works by running site:facebook.com searches through the Apify GOOGLE_SERP proxy and parsing addresses out of the result blocks. That is the whole mechanism, stated plainly.

The Facebook Email Scraper does not log into Facebook, does not use Meta's Graph API and does not open facebook.com. No browser, no JavaScript rendering, no authentication, no cookies.

Everything the Facebook Email Scraper returns already exists in Google's public index: titles, snippets and site labels. If a contractor published quotes@gmail.com on a Page that Google crawled, this Actor can surface it.

That makes it a Facebook email extractor for keyword-driven contact discovery and local lead generation. You do not need a list of Page URLs - you start from an industry, a job title or a city.


Key Features

FeatureWhat it does
Keyword-driven searchStart the Facebook Email Scraper from an industry or job title, not from a list of Page URLs
Query expansionEach keyword x domain pair runs as base, quoted, intitle: and one variant per modifier
Domain filteringOnly emails on the domains you list (@gmail.com, @yahoo.com, ...) are kept
Obfuscation handlingUnderstands name [at] domain [dot] com, name (at) domain, name @ domain.com, domain .com, zero-width characters and the full-width at sign
Junk filterRejects placeholders such as email@, yourname@, test@, xxx@ and single-character locals
Boundary-correct matching@gmail.com never matches inside @gmail.company or @gmail.com.br
Global deduplicationOne row per unique email across every query and every page
ConcurrencyAn asyncio worker pool runs several queries in parallel with a shared stop signal
Retry logicUp to 3 attempts per page, exponential backoff, a fresh proxy session per request
Block detectionCAPTCHA, "unusual traffic" and consent pages are detected and retried, never counted as empty
Resumable stateProgress lives in the key-value store, keyed by a hash of your input
Fallback parserIf Google's markup changes, a run degrades to "emails without account details", not "no emails"
Live dataset writesEach lead reaches the Apify dataset the moment it is found
Location targetingAn optional location phrase is appended to every query

The Facebook Email Scraper parser locates each <h3> title, then the smallest surrounding block. It does not depend on Google's CSS class names, which is why the Facebook Email Scraper tolerates most SERP layout changes.


How the Facebook Email Scraper Works

The Facebook Email Scraper pipeline is short, deterministic and fully auditable from the query field it stores on every row.

  1. Read input. Keywords, location, email domains and limits are validated.
  2. Build queries. The Facebook Email Scraper composes site:facebook.com queries, e.g. site:facebook.com roofing contractor "@gmail.com" "Austin".
  3. Expand queries. Base queries run first, then quoted, intitle: and one variant per query modifier.
  4. Fetch search results. Pages are retrieved asynchronously with aiohttp through the Apify GOOGLE_SERP proxy.
  5. Parse structurally. Each result block is isolated around its <h3> heading.
  6. Extract emails. A domain-filtered regex pulls addresses from the block text after normalisation.
  7. Deduplicate and push. Every new lead is written straight to the dataset as structured data.

Pagination per query is capped by maxPagesPerQuery. A query stops early once several consecutive pages yield no new email, so the crawler does not burn proxy calls on an exhausted result set.

Blocked or failed queries are re-queued once at the end of the run. The Facebook Email Scraper then logs a summary: pages fetched, blocked pages, retries and emails per page.


What Data Does It Extract?

Every Facebook Email Scraper dataset item pairs an email with whatever account metadata Google exposed, plus provenance so you can trace each address back to its query.

Facebook is a mixed-surface platform, and that shows in the output. Business Pages usually expose a vanity path such as facebook.com/austinroofingco, which the Facebook Email Scraper turns into a username and a canonical profileUrl.

Group, event and numeric profile.php results do not expose a usable handle. Those rows carry accountName and fullName with username: null and an empty profileUrl - a Google limitation, not a bug.


Input Schema for the Facebook Email Scraper

FieldTypeDefaultMeaning
keywordsarray (required)["founder", "small business"]Search terms describing the accounts you want (niche, job title, industry)
locationstring""Optional location phrase added to every query
customDomainsarray["@gmail.com", "@yahoo.com"]Only emails on these domains are kept; the leading @ is optional
maxEmailsinteger 1-1000020Stop after this many unique emails
countryCodestring""Two-letter country for the search proxy (US, GB, DE...)
expandQueriesbooleantrueSearch each keyword x domain pair in several phrasings
queryModifiersarray["email", "contact", "business inquiries", "collab", "booking", "dm"]Extra words combined with each keyword when expansion is on
maxPagesPerQueryinteger 1-5030Page cap per query
maxConcurrencyinteger 1-205Parallel queries

The defaults are tuned for Facebook's small-business population. contact, booking and business inquiries are the phrases Page owners type beside an address, which is why the Facebook Email Scraper ships with them.

JSON input example

{
"keywords": ["roofing contractor", "wedding venue", "auto detailing"],
"location": "Austin",
"customDomains": ["@gmail.com", "@yahoo.com", "@hotmail.com"],
"maxEmails": 500,
"countryCode": "US",
"expandQueries": true,
"queryModifiers": ["contact", "email", "booking", "business inquiries"],
"maxPagesPerQuery": 30,
"maxConcurrency": 5
}

Output Schema and Structured Data Fields

Every item the Facebook Email Scraper writes carries all 14 fields below, so a CSV, XLSX or JSON export always has identical columns.

FieldMeaning
networkPlatform name
keywordThe keyword that produced the lead
queryThe exact Google query used
titleRaw result title
accountNameAccount label Google prints (Page handle or display name)
fullNameDisplay name parsed from a profile-style title; empty for post captions
usernameURL-safe handle when Facebook exposes one; otherwise null
profileUrlCanonical account URL when a handle is known; otherwise empty
urlDirect platform link when exposed, else the profile URL
descriptionBio or post snippet, cleaned of labels and engagement counters
emailLower-cased email address
emailDomainThe matched domain (e.g. @gmail.com)
possiblyTruncatedtrue when Google's snippet ellipsis touched the email - verify before sending
foundAtISO 8601 UTC timestamp

JSON output example

[
{
"network": "Facebook",
"keyword": "roofing contractor",
"query": "site:facebook.com roofing contractor \"contact\" \"@gmail.com\" \"Austin\"",
"title": "Lone Star Roofing Co - Home | Facebook",
"accountName": "lonestarroofingco",
"fullName": "Lone Star Roofing Co",
"username": "lonestarroofingco",
"profileUrl": "https://www.facebook.com/lonestarroofingco",
"url": "https://www.facebook.com/lonestarroofingco",
"description": "Residential roofing in Austin, TX. Free inspections. Contact: lonestarroofing.tx@gmail.com",
"email": "lonestarroofing.tx@gmail.com",
"emailDomain": "@gmail.com",
"possiblyTruncated": false,
"foundAt": "2026-04-22T15:08:31Z"
},
{
"network": "Facebook",
"keyword": "wedding venue",
"query": "site:facebook.com wedding venue \"booking\" \"@yahoo.com\"",
"title": "Hill Country Wedding Vendors | Facebook",
"accountName": "Hill Country Wedding Vendors",
"fullName": "",
"username": null,
"profileUrl": "",
"url": "https://www.facebook.com/groups/1184920371",
"description": "Booking enquiries to hillcountryvenue@yahoo.com ...",
"email": "hillcountryvenue@yahoo.com",
"emailDomain": "@yahoo.com",
"possiblyTruncated": true,
"foundAt": "2026-04-22T15:09:12Z"
}
]

The second row is the honest case. Google served a group page, so there is no vanity handle to build a profileUrl from, and the snippet ellipsis touched the address.


How to Use the Facebook Email Scraper in Five Steps

  1. Open the Actor and confirm your account has Apify proxy access. The GOOGLE_SERP proxy is required.
  2. Enter 3-10 keywords. Trade names beat categories: HVAC repair outperforms home services.
  3. Choose email domains. Facebook's SMB population skews older, so keep @yahoo.com and add @hotmail.com and @aol.com.
  4. Set maxEmails. Start at 20 to check quality, then raise it.
  5. Run, then export. Download the dataset as CSV, JSON or XLSX, or pull it via the Apify API into your CRM.

Add a location when you are prospecting a city with the Facebook Email Scraper. Local businesses are the densest source of published addresses on this network.


Facebook Email Scraper Use Cases

Use caseWho it is forHow the Facebook Email Scraper helps
Local business lead generationAgencies and SMMAsCombine a trade keyword with a location for citywide prospect lists
Home services outreachFranchise and SaaS salesReach roofers, plumbers, landscapers who publish a Page email
Community and group outreachEvent organisers, nonprofitsFind admins who list a contact address on public group pages
Event and venue salesHospitality suppliersCollect venue and caterer emails per metro area
Real estate prospectingBrokerages, proptechTarget agent Pages by city
Recruitment sourcingStaffing firmsSearch job titles that appear on public profiles
Market researchAnalystsSample how a local trade presents itself and who publishes contact details
CRM enrichmentRevOps teamsFeed structured data straight into an existing pipeline

For multi-channel campaigns, run the same keywords through the Instagram Email Scraper - almost every Facebook Page for a local business has an Instagram twin. B2B lists pair well with the LinkedIn Email Scraper.


Why Use This Actor for Facebook Contact Discovery

Most Facebook lead scrapers are browser extensions that require you to be logged in and scrolling. The Facebook Email Scraper takes the opposite route: no session, no extension, no account risk on your side.

Because the Facebook Email Scraper never touches facebook.com, there is no login, no Graph API quota and nothing to maintain. Its only dependency is Apify's search proxy.

The extraction layer is where the value sits. Normalisation, obfuscation handling, the junk filter, boundary-correct domain matching and soft-wrap repair remove most of the noise naive regex email scraping produces.

Facebook Page descriptions are full of phone numbers, addresses and hours. The Facebook Email Scraper cleans labels and engagement counters out of description so the snippet you export is readable.


Limitations

Read this before planning a campaign around the Facebook Email Scraper.

  • Public index only. It finds accounts whose email is publicly visible in Google's index. Addresses behind login walls, in the Page "About" tab Google never crawled, or rendered in images are out of reach.
  • Google's ~300-result cap. A single query returns roughly 300 results at most. Query expansion exists to work around that ceiling, so keep expandQueries on for volume.
  • possiblyTruncated. When Google's snippet ellipsis touched an address, the row is flagged. Verify those rows before sending.
  • Handle availability. username and profileUrl are populated only when Google's result exposes a vanity handle. Group, event and profile.php results return accountName and fullName instead.
  • Apify proxy required. The Facebook Email Scraper cannot run without Apify GOOGLE_SERP proxy credentials.
  • Free-plan cap. Free Apify plans are capped at 100 emails per run. Paid plans are uncapped.
  • No volume guarantee. Results vary with keywords, domains, location and what Google has indexed. Nothing is guaranteed, verified or real-time.

The Facebook Email Scraper is not affiliated with, endorsed by or officially supported by Facebook or Meta. Use the output in line with GDPR, CAN-SPAM and local marketing law.


The Facebook Email Scraper shares its engine and output schema with every Actor below, all part of the Social, Creator & Community family.

ActorWhat it collects
Instagram Email ScraperCreator and brand emails from Instagram bios in Google's index
TikTok Email ScraperCreator collab and booking emails from TikTok results
YouTube Email ScraperBusiness-inquiry emails from YouTube channel pages
X Email ScraperFounder and freelancer emails from X and Twitter profiles
LinkedIn Email ScraperProfessional contact emails from public LinkedIn profiles
Pinterest Email ScraperEmails from Pinterest creator and brand profiles
Snapchat Email ScraperPublic emails from Snapchat public profile pages
Reddit Email ScraperEmails posted publicly in Reddit threads and subreddits
Threads Email ScraperContact emails from Threads profiles and posts
Tumblr Email ScraperEmails from Tumblr blogs and about pages
Telegram Email ScraperEmails from public Telegram channels and groups
Discord Email ScraperEmails from public Discord server listings
Twitch Email ScraperBusiness emails from Twitch streamer pages
Vimeo Email ScraperContact emails from Vimeo creator and studio pages
Dailymotion Email ScraperEmails from Dailymotion channel pages
Likee Email ScraperEmails from Likee short-video creator profiles
Rumble Email ScraperEmails from Rumble channel pages
Kick Email ScraperStreamer contact emails from Kick profiles
Quora Email ScraperEmails from Quora answers and profile bios
Medium Email ScraperWriter contact emails from Medium profiles and posts
Substack Email ScraperNewsletter author emails from Substack publications
Patreon Email ScraperCreator contact emails from Patreon pages
Behance Email ScraperDesigner emails from Behance portfolios
Dribbble Email ScraperDesigner and studio emails from Dribbble profiles
DeviantArt Email ScraperArtist commission emails from DeviantArt profiles
SoundCloud Email ScraperArtist and label emails from SoundCloud profiles
Mixcloud Email ScraperDJ and podcaster emails from Mixcloud profiles
Goodreads Email ScraperAuthor contact emails from Goodreads profiles
Clubhouse Email ScraperEmails from Clubhouse profile bios
Mastodon Email ScraperEmails from Mastodon instance profiles
Bluesky Email ScraperEmails from Bluesky profile descriptions
Zhihu Email ScraperEmails from Zhihu answers and profiles
VK Email ScraperEmails from VK public pages and profiles
Weibo Email ScraperEmails from Weibo public profiles and posts
LINE Email ScraperEmails from public LINE account pages
KakaoTalk Email ScraperEmails from public KakaoTalk channel pages
WeChat Email ScraperEmails from public WeChat account pages
Bigo Live Email ScraperHost contact emails from Bigo Live profiles
Lemon8 Email ScraperCreator emails from Lemon8 profiles and posts
Tinder Email ScraperPublic emails indexed from Tinder web pages
Bumble Email ScraperPublic emails indexed from Bumble web pages
Hinge Email ScraperPublic emails indexed from Hinge web pages

Example: Building a Home-Services Prospect List

Here is a realistic Facebook Email Scraper run. You sell scheduling software to trades and want 400 contractor leads in Texas.

Set keywords to ["roofing contractor", "HVAC repair", "landscaping company"], location to Texas, customDomains to ["@gmail.com", "@yahoo.com", "@hotmail.com"] and maxEmails to 400.

The Facebook Email Scraper builds base, quoted, intitle: and modifier variants per keyword, then paginates the search results with five parallel workers. Rows stream into the dataset live, so you can watch quality before committing the full run.

Sort the Facebook Email Scraper dataset by possiblyTruncated, verify the flagged rows manually, then load the rest into your sequencer. Run the same keywords through the Instagram Email Scraper to catch the businesses that publish contact details there instead.


Facebook Email Scraper FAQ

Does the Facebook Email Scraper log into Facebook? No. It never authenticates, never opens facebook.com and never uses Meta's Graph API. Every field comes from Google's public search results.

Where do the Facebook Email Scraper emails actually come from? From titles, snippets and site labels Google already publishes for indexed Facebook pages - usually Page descriptions and public posts where the owner wrote the address themselves.

Can it extract emails from private Facebook groups? No. If the content is not in Google's public index, the Facebook Email Scraper cannot see it. Only publicly indexed pages are in scope.

Why do some rows have no username or profileUrl? Because Google's result exposed no vanity handle - typically group, event or numeric profile.php URLs. Those rows still include accountName, the email and the snippet.

What does possiblyTruncated: true mean? Google's snippet ellipsis touched the address, so it may be cut short. Treat those as leads to verify rather than send-ready contacts.

How many emails can one Facebook Email Scraper run return? Free Apify plans stop at 100 emails per run. Paid plans are uncapped and bounded only by maxEmails and what Google has indexed.

Why does a single query not return thousands of results? Google caps one query at roughly 300 results. Query expansion multiplies keyword x domain x phrasing so the Facebook Email Scraper reaches past that ceiling.

Do I need a proxy to run the Facebook Email Scraper? Yes. It requires the Apify GOOGLE_SERP proxy and will not run without Apify proxy credentials.

Can I target a city, state or country? Yes. Use location for a phrase appended to every query, and countryCode for the search proxy's country.

Which email domains work best on Facebook? Facebook's small-business base leans on legacy providers, so @gmail.com, @yahoo.com, @hotmail.com and @aol.com all pay off.

Can I resume an interrupted run? Yes. Progress is saved in the key-value store, keyed by a hash of your input, and persists on Apify's PERSIST_STATE, MIGRATING and ABORTING events.

Is scraping Facebook emails legal? The Actor collects only publicly indexed information, but how you use it is your responsibility. Follow GDPR, CAN-SPAM and local rules on unsolicited outreach.

How do I get more leads from one niche? Add query modifiers, widen customDomains, raise maxPagesPerQuery and run neighbouring trade keywords rather than one broad category.


Support

Questions about the Facebook Email Scraper, bug reports or a custom build? Email neurodata.apify@gmail.com.