Facebook Group Profile Scraper With Activity Quality Rating

Facebook Group Scraper — Extract Profiles, Activity, Health Score

Facebook Group Profile Scraper With Activity Quality Rating pulls public Facebook group data — profile details, posting activity, member counts, and the admin/moderator roster — and turns it into a 0-100 health score plus a low/medium/high activity rating computed directly from those signals. Every response is typed, normalized JSON: no HTML, no selectors, no manual parsing. Because each run saves a snapshot per group, later runs also return a growthDelta showing member and health-score change since the last scan. Point it at group URLs, usernames, or numeric IDs and get back comparable, structured group records.

What is Facebook Group Profile Scraper With Activity Quality Rating?

Facebook Group Profile Scraper With Activity Quality Rating is an Apify Actor that scrapes public Facebook group "About" and main pages and converts the raw signals into a structured profile record, a computed activity/health rating, and a list of admin and moderator profiles. It does not require a Facebook account or login — it reads whatever Facebook exposes to a logged-out visitor. It also persists a snapshot per group between runs so it can report growth over time, not just a single-run snapshot.

• Scrape group profile data — name, description, creation date, privacy/discoverability settings
• Compute a 0-100 health score and a low/medium/high activity level from real posting and membership signals
• Extract the admin and moderator roster (name + profile URL) for each group
• Track member-count and health-score change between runs via a persistent snapshot store
• Export results as JSON, CSV, Excel, or any format the Apify dataset supports

What data does Facebook Group Profile Scraper With Activity Quality Rating collect?

The Actor returns one record per group, built from three kinds of data: the group's profile, its computed activity/health metrics, and its staff roster.

Data Type	Key Fields	JSON Field Names
Group profile	name, description, creation date, privacy/discoverability, membership tags	groupName, groupDescription, groupCreatedTime, about
Activity & health metrics	posts today/this month, member count, health score, activity level, growth since last run	activity, memberCount, healthScore, activityLevel, growthDelta
Admin & moderator roster	staff name and profile URL	adminProfiles, moderatorsProfiles

Need more Facebook data?

If you need to find groups before scoring them, Facebook Groups Search Scraper With Member Filters can discover groups by keyword and member-count criteria to feed this Actor's groupUrls input. Once you know which groups matter, Facebook Group Post Scraper With Engagement Analyzer pulls post-level engagement from inside those groups for a deeper read than the health score alone provides.

How does Facebook Group Profile Scraper With Activity Quality Rating differ from the official Facebook API?

Meta's Graph API exposes Groups data only to apps that have completed Meta's App Review process, and only for groups the authenticated app/user administers or has been granted access to — it is not a general-purpose way to look up an arbitrary public group by URL. Facebook Group Profile Scraper With Activity Quality Rating instead reads the same public page content a logged-out browser sees, so it can be pointed at any public group URL, username, or numeric ID without app review or a Facebook login.

Feature	Facebook Graph API (Groups)	This Actor
Access requirement	Meta App Review + admin/member permission grant	Public group URL, username, or ID — no login
Scope	Groups the authorized app/user administers	Any publicly viewable Facebook group
Setup time	App review process	Add a URL and run
Output	Raw Graph API objects	Normalized JSON with a computed health score and growth delta
Historical comparison	Not provided	Built-in snapshot diffing across runs (growthDelta)

Use the Graph API when you administer the groups in question and can complete Meta's review process. Use this Actor when you need to look up and compare public groups you don't administer, at scale, without going through app review.

Why do developers and teams scrape Facebook groups?

For community managers and partnership teams

Anyone vetting a Facebook group before a co-marketing deal, a group acquisition, or an ad placement needs more than a member count. This Actor's healthScore blends posting cadence (activity.newPostsLastMonth), member count, and moderation staffing (adminProfiles + moderatorsProfiles) into one comparable number, so a team can rank ten candidate groups by real activity instead of eyeballing which one "looks busy." Re-running the same list later adds growthDelta, showing whether a group is actually gaining members and engagement or has stalled since the last check.

For researchers and analysts

Academics and market researchers studying online community health can use healthScore, activityLevel, and growthDelta as consistent, repeatable metrics across a sample of public groups, rather than manual snapshotting. Because the Actor only reads what Facebook shows a logged-out visitor and returns null for any signal it can't verify (rather than guessing), researchers get a transparent, reproducible measure of publicly observable group activity for comparative studies.

For developers building monitoring dashboards

Teams running a portfolio of groups — franchise networks, multi-location communities, competitor-tracking dashboards — can schedule this Actor against a fixed groupUrls list and read healthScore, memberCount, and growthDelta straight into a dashboard or alerting pipeline. The persistent per-group snapshot store means the growth-over-time signal comes from the Actor itself; no separate database is needed to diff one run against the next.

For AI engineers and agent builders

An agent tasked with "find and rank active Facebook groups about X" can call this Actor as a tool, pass a list of candidate group URLs, and receive typed JSON with healthScore and activityLevel already computed — no HTML parsing step inside the agent loop. The stable field names (healthScore, growthDelta.memberCountDelta) make the output directly usable for ranking, filtering, or feeding into a larger workflow without an extra normalization pass.

How to scrape Facebook groups (step by step)

1. Open Facebook Group Profile Scraper With Activity Quality Rating on the Apify Store and click Try for free (or open it from your Apify Console if you already have access).
2. Provide groupUrls — one or more Facebook group URLs, usernames, or numeric group IDs (bulk input is supported; no field is required to start a run, but an empty list produces no output).
3. Optionally set snapshotKey if you want separate growth timelines for the same group across different clients or campaigns; leave it blank otherwise.
4. Start the run. Proxy handling is automatic — the Actor manages its own residential/datacenter proxy fallback internally.
5. Download results as JSON, CSV, or Excel from the run's dataset, or read them via the Apify API.

What to do when Facebook changes its structure

Facebook's page markup and internal JSON structure change periodically. The Actor is maintained against these changes, and the output schema (field names and types) is kept stable so downstream integrations don't need to be rewritten when the underlying page structure shifts.

Input

The Actor takes three input parameters, none of which are required to start a run.

Parameter	Required	Type	Description	Example Value
groupUrls	No	array of strings	Facebook group URLs (e.g. https://www.facebook.com/groups/123456789), usernames, or numeric group IDs. Bulk input supported. The legacy key startUrls is also accepted for backward compatibility.	["https://www.facebook.com/groups/535363634111893"]
snapshotKey	No	string	Optional prefix added in front of each group's snapshot key in the persistent growth store, so you can keep separate growth timelines per client or campaign. Leave empty to key snapshots by groupId alone.	"client-acme-"
proxyConfiguration	No	object	Proxy behavior. If Facebook blocks the request, the Actor falls back from datacenter to residential proxy with retries.	{ "useApifyProxy": true }

Example input:

{
  "groupUrls": ["https://www.facebook.com/groups/535363634111893"],
  "snapshotKey": "",
  "proxyConfiguration": { "useApifyProxy": true }
}

Common pitfall: an empty groupUrls array produces no output — the run logs a warning and exits without scraping anything, so double-check the list is populated before starting a scheduled run.

Output

Each group produces one dataset row. All 13 fields below are pushed for every successfully scraped group; missing signals are null rather than guessed. Results export as JSON, CSV, Excel, or any format the Apify dataset UI offers.

Group profile

{
  "groupId": "535363634111893",
  "groupName": "Example Public Group",
  "groupDescription": "A community for local small business owners to share tips and events.",
  "groupCreatedTime": "2019-05-01T00:00:00.000Z",
  "about": {
    "privacyInfo": { "text": "Public", "description": "Anyone can see who's in the group and what they post." },
    "discoverabilityInfo": { "text": "Visible", "description": "Anyone can find this group." },
    "history": { "text": "History", "description": "" },
    "tags": { "text": "Tags", "description": "" }
  }
}

Activity, health score & growth

{
  "activity": {
    "newPostsToday": 8,
    "newPostsLastMonth": 240,
    "totalMembers": "5.3K / 5289 members",
    "newMembersLastWeek": ""
  },
  "memberCount": 5289,
  "healthScore": 63,
  "activityLevel": "high",
  "growthDelta": {
    "memberCountDelta": 41,
    "healthScoreDelta": 2,
    "sinceIso": "2026-07-11T09:12:00Z"
  },
  "scrapedAt": "2026-07-25T09:12:00Z"
}

Admin & moderator profiles

{
  "adminProfiles": [
    { "name": "Jane Doe", "url": "https://www.facebook.com/profile.php?id=100000123456789" }
  ],
  "moderatorsProfiles": []
}

How many results can you scrape with Facebook Group Profile Scraper With Activity Quality Rating?

There is no hard cap on the number of groups you can submit in groupUrls — the Actor processes whatever list you provide. Groups are scraped one at a time in sequence, with a short pause between requests, rather than in parallel, so total run time scales with the number of groups requested. There is no separate pagination step: each URL in the input list becomes exactly one output row (or zero rows if that group's page can't be fetched). Facebook itself may still limit what a logged-out request can see for a given group (for example, hiding the exact member count), which the Actor reflects as a null field rather than a scrape failure.

Integrate Facebook Group Profile Scraper With Activity Quality Rating and automate your workflow

Facebook Group Profile Scraper With Activity Quality Rating works with any language or tool that can send an HTTP request, since it runs as a standard Apify Actor.

REST API integration

from apify_client import ApifyClient

client = ApifyClient("<APIFY_API_TOKEN>")
run = client.actor("<owner>/facebook-group-profile-scraper-with-activity-quality-rating").call(
    run_input={
        "groupUrls": ["https://www.facebook.com/groups/535363634111893"],
        "snapshotKey": "",
    }
)
for item in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(item["groupId"], item["healthScore"], item["activityLevel"])

Works in Python, Node.js, Go, Ruby, cURL — any client that can call the Apify API with your token.

MCP for AI agents

Apify's MCP server (mcp.apify.com) exposes Apify Actors — including this one — as callable tools for MCP-compatible clients such as Claude Desktop, Cursor, and Windsurf. Add the Actor's name (as shown on its Apify Store page) to the server's actor list to call it as an agent tool without writing custom integration code.

Automation platforms (n8n, Make, LangChain)

In n8n, the community Apify node's "Run Actor" operation can call this Actor by Actor ID, passing groupUrls as a JSON array, then route the returned healthScore and growthDelta fields into downstream nodes such as a spreadsheet or Slack alert. In Make, the Apify app's "Run an Actor or Task" module runs the same Actor and lets you map each dataset row into another scenario step. Any LangChain agent with an HTTP tool can call the Actor through the Apify API and consume the dataset items directly as typed JSON.

Is it legal to scrape Facebook groups?

Scraping publicly accessible web pages is generally lawful; Facebook Group Profile Scraper With Activity Quality Rating only reads pages Facebook already serves to a logged-out visitor — it does not log in, join groups, or access anything behind a membership wall. The output includes both group-level public metadata (name, description, activity counts) and personal data about identifiable individuals — specifically the names and profile URLs of group admins and moderators (adminProfiles, moderatorsProfiles). Any storage or use of that admin/moderator data should have a lawful basis under regimes like GDPR or CCPA. Consult legal counsel for commercial use cases involving bulk personal data.

Frequently asked questions

Does Facebook Group Profile Scraper With Activity Quality Rating work without a Facebook account?

Yes. It reads public group pages the same way a logged-out browser would and does not require a Facebook login or account credentials.

Is the "activity quality rating" a real computed score, or just a label?

It's a real computed score. healthScore (0-100) is a weighted average of posting activity (40%), member count (25%), admin/moderator staffing (20%), and whether the group has a description (15%), each normalized from the raw signal. activityLevel (low/medium/high) is derived from real posts-per-month thresholds. When a signal is missing (for example, Facebook hides the member count from logged-out visitors), that component is dropped and the remaining weights are renormalized — the score is never padded with a guessed value.

How often is the scraped data updated?

Every run performs a fresh, live fetch of the group's current public pages — nothing is served from a cache. growthDelta compares the current run's fetch against the snapshot saved from the group's most recent prior run.

What happens if a group is private, deleted, or blocks the request?

If the page can't be fetched after the Actor's proxy fallback attempts, no row is produced for that group and a warning is logged; it does not return fabricated data. Content behind a private/closed group's membership wall is never accessed — the Actor only reads what's publicly visible.

Can I scrape private or membership-restricted Facebook groups?

No. Only content visible on a group's public pages is returned. Private and closed groups' member-only content is not accessed.

Does Facebook Group Profile Scraper With Activity Quality Rating work for AI agent workflows and LLM pipelines?

Yes. It's callable as a standard HTTP endpoint through the Apify API by any agent framework, and is also reachable through Apify's MCP server for MCP-compatible clients. Every response is typed JSON with stable field names, so it can be passed directly into an LLM context or agent tool call without a parsing step.

How does it handle Facebook's anti-bot defenses?

The Actor first attempts a direct fetch, then falls back to an Apify datacenter proxy, and finally to an Apify residential proxy with retries if Facebook returns a blocked, redirected, or login-walled response. This fallback logic runs automatically on every request.

Does it return data in a format LLMs can use directly?

Yes. Output is typed, normalized JSON with stable field names — no HTML and no selectors to parse before passing it to an LLM or indexing it into a vector store.

Can I use it without managing proxies myself?

Yes. The Actor manages its own proxy fallback (direct → datacenter → residential) internally; the proxyConfiguration input does not need to be tuned for the Actor to run.

What happens when Facebook changes its page structure?

The Actor is maintained against Facebook's markup and internal JSON structure changes. The output schema — field names and types — stays stable, so downstream integrations don't need to change when Facebook's page structure shifts.

Your feedback

Found a bug, a missing field, or a group type the health score handles badly? We want to know. Reach out through the Actor's issue/support channel on its Apify Store listing so it can be fixed and the schema kept stable for everyone relying on it.