Facebook Ads Lead Extractor — Emails, Phones & Contacts

Extract enriched business leads directly from Facebook's Ad Library using the Meta Graph API. Enter a keyword and country — get a ready-to-use dataset with contact details for every advertiser found.

Requires a Meta access token set as the META_ACCESS_TOKEN environment variable in actor settings (same token used by the Meta Ads Library Scraper).

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What you get per lead

Field	Example
Facebook URL	https://facebook.com/bmturkiyeclinic
Email	info@bmturkiye.com
Phone	+905528006000
Website	https://bmturkiye.com
Instagram Username	bmturkiyeclinic
Instagram Followers	16537
Page Name	BM Türkiye
Category	Health/Beauty
Facebook Likes	1415
Facebook Verification	NOT_VERIFIED
Entity Type	person_profile
Country	TR
Ad Creation Date	2023-11-14
Ad Start Date	2023-11-15
Keyword	dental clinic

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How it works

1. Searches the Meta Ad Library (ads_archive) by keyword + country using your Meta access token
2. Collects unique advertiser page IDs from the results
3. For each page, calls the Meta Graph API to fetch contact details (email, phone, website, category, etc.)
4. Also enriches with Instagram data via the Facebook Ad Library typeahead API
5. Saves everything to a clean dataset (CSV / JSON / Excel / JSONL)

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Setup

Set the META_ACCESS_TOKEN environment variable in the actor's Environment variables settings. This is the same token used by the Meta Ads Library Scraper actor.

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Input

Parameter	Description	Default
Keywords	Comma-separated search terms (e.g. dentist, lawyer)	dental clinic
Country	Country where ads are running	France 🇫🇷
Ad Status	Active, Inactive, or All	Active
Max Leads	Max number of leads to extract (1–1000)	100

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Sample output

[
  {
    "Facebook URL": "https://www.facebook.com/309686782231976",
    "Email": "info@bmturkiye.com",
    "Phone": "+905528006000",
    "Website": "https://bmturkiye.com/",
    "Followers": 1400,
    "Page ID": "309686782231976",
    "Page Name": "BM Türkiye",
    "Category": "Health/Beauty",
    "Facebook Likes": 1415,
    "Facebook Verification": "NOT_VERIFIED",
    "Country": "TR",
    "Entity Type": "person_profile",
    "Instagram Username": "bmturkiyeclinic",
    "Instagram Followers": 16537,
    "Instagram Verified": null,
    "All Emails": "info@bmturkiye.com",
    "All Phones": "+905528006000",
    "All Websites": "https://bmturkiye.com/",
    "Platforms": "facebook, instagram",
    "Ad Creation Date": "2023-11-14",
    "Ad Start Date": "2023-11-15",
    "Keyword": "dental clinic",
    "Captured At": "2026-04-01T10:22:41Z"
  }
]

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Tips for best results

• Use specific keywords for more targeted leads: dental implants > dentist
• Set Ad Status = Active to get advertisers currently spending money
• Run multiple keywords in one go by separating with commas: dentist, orthodontist, dental clinic
• Export as CSV for direct CRM import

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Keywords

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