# JustForFans Public Profile & Stats Scraper (`scrapers_lat/justforfans-profile-scraper`) Actor
Extract public JustForFans creator profiles: display name, bio, subscription price, post, photo, video, like and follower counts, avatar and verified status. Export to JSON, CSV or Excel.
- **URL**: https://apify.com/scrapers\_lat/justforfans-profile-scraper.md
- **Developed by:** [Scrapers Lat](https://apify.com/scrapers_lat) (community)
- **Categories:** Social media, Automation, Developer tools
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet
## Pricing
from $2.00 / 1,000 results
This Actor is paid per event. You are not charged for the Apify platform usage, but only a fixed price for specific events.
Since this Actor supports Apify Store discounts, the price gets lower the higher subscription plan you have.
Learn more: https://docs.apify.com/platform/actors/running/actors-in-store#pay-per-event
## What's an Apify Actor?
Actors are a software tools running on the Apify platform, for all kinds of web data extraction and automation use cases.
In Batch mode, an Actor accepts a well-defined JSON input, performs an action which can take anything from a few seconds to a few hours,
and optionally produces a well-defined JSON output, datasets with results, or files in key-value store.
In Standby mode, an Actor provides a web server which can be used as a website, API, or an MCP server.
Actors are written with capital "A".
## How to integrate an Actor?
If asked about integration, you help developers integrate Actors into their projects.
You adapt to their stack and deliver integrations that are safe, well-documented, and production-ready.
The best way to integrate Actors is as follows.
In JavaScript/TypeScript projects, use official [JavaScript/TypeScript client](https://docs.apify.com/api/client/js.md):
```bash
npm install apify-client
```
In Python projects, use official [Python client library](https://docs.apify.com/api/client/python.md):
```bash
pip install apify-client
```
In shell scripts, use [Apify CLI](https://docs.apify.com/cli/docs.md):
````bash
# MacOS / Linux
curl -fsSL https://apify.com/install-cli.sh | bash
# Windows
irm https://apify.com/install-cli.ps1 | iex
```bash
In AI frameworks, you might use the [Apify MCP server](https://docs.apify.com/platform/integrations/mcp.md).
If your project is in a different language, use the [REST API](https://docs.apify.com/api/v2.md).
For usage examples, see the [API](#api) section below.
For more details, see Apify documentation as [Markdown index](https://docs.apify.com/llms.txt) and [Markdown full-text](https://docs.apify.com/llms-full.txt).
# README
[](https://console.apify.com/actors/u7vQmCpvYxFYDzdPE/input)
## JustForFans Public Profile & Stats Scraper
> Extract public JustForFans creator profiles at scale: display name, bio, subscription price and live post, photo, video, like and follower counts.
**๐ฅ [Input](https://apify.com/scrapers_lat/justforfans-profile-scraper/input-schema) ยท ๐ค [Output](https://apify.com/scrapers_lat/justforfans-profile-scraper/output-schema) ยท ๐ฐ [Pricing](https://apify.com/scrapers_lat/justforfans-profile-scraper/pricing) ยท โถ๏ธ [Examples](https://apify.com/scrapers_lat/justforfans-profile-scraper/examples)**
21 fields per profile
Global coverage
JSON / CSV / Excel output formats
### What you get
Give the scraper a list of JustForFans usernames and it returns one structured record per public creator profile, exactly as a logged-out visitor sees it.
- **avatar**: URL of the creator profile picture
- **displayName**: the creator public display name
- **username**: the creator handle
- **profileUrl**: link to the public profile
- **userId**: the numeric account id
- **verified**: whether the account carries the verified badge
- **pronouns**: pronouns shown on the profile, when set
- **bio**: the public profile description
- **monthlyPrice**: monthly subscription price in USD
- **cost3Months**: three month bundle price, when offered
- **cost6Months**: six month bundle price, when offered
- **promoPrice**: current promotional trial price, when a promo is active
- **promoLengthDays**: length in days of the promotional period, when a promo is active
- **posts**: number of public posts
- **photos**: number of photos
- **videos**: number of videos
- **likes**: number of likes received
- **followers**: number of free followers
- **memberSince**: the year the account joined
- **lastSeen**: how long ago the creator was last active
- **observedAt**: when this profile was last seen by the scraper
Only public, logged-out profile data is collected. No login, no paywalled posts, no subscriber only media.
### Who is it for
| Use case | Who benefits |
|---|---|
| Track creator subscription pricing across a niche | Agencies and creator managers |
| Build a directory of creators with counts and bios | Affiliate and referral marketers |
| Monitor a roster of creators over time | Talent and OFM agencies |
| Enrich a list of handles with public stats | Data and growth teams |
| Benchmark post, photo and video volume | Market researchers |
### Frequently Asked Questions
**What data can I get from a JustForFans profile without logging in?**
Everything a public visitor sees: display name, handle, bio, verified badge, pronouns, avatar, subscription and bundle prices, any active promo, and live post, photo, video, like and follower counts. It never accesses paywalled posts or subscriber only media.
**How many profiles can I scrape in one run?**
As many usernames as you provide. Use the Max Items field to cap a run. Each username returns one record, and results stream to the dataset as they are collected.
**How do I choose which creators to scrape?**
Enter creator handles or full profile URLs in the Usernames field, one per line. Both a bare handle like BigmouthxBelle and a full link like https://justfor.fans/BigmouthxBelle are accepted.
**Why does the scraper use a residential proxy?**
A residential proxy is the default, so the actor returns complete follower and content counts for every profile with no setup on your part.
**What happens if a username does not exist or is private?**
That record is returned with an error field explaining the profile was not found, and the run continues with the remaining usernames.
### Example use cases
Ready-to-run example tasks, each preconfigured for a common scenario. Open one and press run, or use it as a template:
- [JustForFans profile research for Jennaerous](https://apify.com/scrapers_lat/justforfans-profile-scraper/examples/jff-jff-subscription-price): Scrape public JustForFans profiles for Jennaerous with subscription price, bio, post counts and public stats for creator research.
- [JustForFans profile research for BigmouthxBelle](https://apify.com/scrapers_lat/justforfans-profile-scraper/examples/jff-jff-public-stats): Scrape public JustForFans profiles for BigmouthxBelle with subscription price, bio, post counts and public stats for creator research.
- [JustForFans profile research for Jennaerous and BigmouthxBelle](https://apify.com/scrapers_lat/justforfans-profile-scraper/examples/jff-jff-compare-two-creators): Scrape public JustForFans profiles for Jennaerous and BigmouthxBelle with subscription price, bio, post counts and public stats for creator research.
- [JustForFans profile research for Jennaerous](https://apify.com/scrapers_lat/justforfans-profile-scraper/examples/jff-jff-bio-and-links): Scrape public JustForFans profiles for Jennaerous with subscription price, bio, post counts and public stats for creator research.
- [JustForFans profile research for BigmouthxBelle](https://apify.com/scrapers_lat/justforfans-profile-scraper/examples/jff-jff-media-counts): Scrape public JustForFans profiles for BigmouthxBelle with subscription price, bio, post counts and public stats for creator research.
- [JustForFans profile research for Jennaerous and BigmouthxBelle](https://apify.com/scrapers_lat/justforfans-profile-scraper/examples/jff-jff-pricing-benchmark): Scrape public JustForFans profiles for Jennaerous and BigmouthxBelle with subscription price, bio, post counts and public stats for creator research.
- [JustForFans profile research for Jennaerous](https://apify.com/scrapers_lat/justforfans-profile-scraper/examples/jff-jff-post-counts): Scrape public JustForFans profiles for Jennaerous with subscription price, bio, post counts and public stats for creator research.
- [JustForFans profile research for BigmouthxBelle](https://apify.com/scrapers_lat/justforfans-profile-scraper/examples/jff-jff-subscription-tiers): Scrape public JustForFans profiles for BigmouthxBelle with subscription price, bio, post counts and public stats for creator research.
- [JustForFans profile research for Jennaerous and BigmouthxBelle](https://apify.com/scrapers_lat/justforfans-profile-scraper/examples/jff-jff-profile-overview): Scrape public JustForFans profiles for Jennaerous and BigmouthxBelle with subscription price, bio, post counts and public stats for creator research.
- [JustForFans profile research for Jennaerous](https://apify.com/scrapers_lat/justforfans-profile-scraper/examples/jff-jff-public-media-totals): Scrape public JustForFans profiles for Jennaerous with subscription price, bio, post counts and public stats for creator research.
### Export, API and AI agents (x402 + MCP)
Export the scraped data to **JSON, CSV or Excel**, pull it as a **dataset** through the Apify **API**, or wire it into your app with **no code**. This web scraper and data extractor also works for bulk data extraction and scheduled runs.
For AI agents: this Actor is available on **x402**, Apify's agentic payment standard built with Coinbase. An AI agent can discover, pay for and run it on its own with a funded wallet and a single HTTP request: no account, no subscription, no API key and no human in the loop. It also runs as an **MCP** tool inside Claude, Cursor and other AI clients out of the box. Learn more about [x402 agentic payments on Apify](https://docs.apify.com/platform/integrations/x402).
### Related scrapers
Need data from the same space? Here are other scrapers we build and maintain:
- [Instagram Profile & Posts Scraper](https://apify.com/scrapers_lat/instagram-scraper): pull public Instagram profiles, posts and engagement.
- [Reddit Posts & Comments Scraper](https://apify.com/scrapers_lat/reddit-scraper): collect posts and comment threads from any subreddit.
- [YouTube Video & Channel Data Scraper](https://apify.com/scrapers_lat/youtube-scraper): extract channel stats, video metadata and view counts.
- [Product Hunt Products, Upvotes & Makers Scraper](https://apify.com/scrapers_lat/product-hunt-scraper): track launches, upvotes and the makers behind them.
- [Upwork Freelancers & Jobs Scraper](https://apify.com/scrapers_lat/upwork-scraper): scrape freelancer profiles and open job postings.
- [Apple App Store Reviews & Ratings Scraper](https://apify.com/scrapers_lat/app-store-reviews-scraper): gather ratings and reviews for any app.
### More scrapers at scrapers.lat
This actor is built and maintained by [scrapers.lat](https://scrapers.lat), where we publish scrapers for Latin American and US public platforms: real estate, jobs, e-commerce, company registries and government data. Browse the full catalog, see live sample output for each one, or ask us for a custom scraper at [scrapers.lat](https://scrapers.lat).
---
> This actor is an independent tool and has no affiliation with JustForFans. It only accesses data that is publicly available on the platform. Use it in accordance with JustForFans terms of service.
# Actor input Schema
## `maxItems` (type: `integer`):
Maximum number of profiles to collect. Optional.
## `usernames` (type: `array`):
One or more JustForFans creator usernames or profile URLs (for example Jennaerous, BigmouthxBelle or https://justfor.fans/BigmouthxBelle). Each entry returns one public profile record.
## `proxyConfiguration` (type: `object`):
A residential proxy is recommended. The stats endpoint rate limits datacenter IPs, so residential proxies return complete counts.
## Actor input object example
```json
{
"maxItems": 10,
"usernames": [
"Jennaerous",
"BigmouthxBelle"
],
"proxyConfiguration": {
"useApifyProxy": true,
"apifyProxyGroups": [
"RESIDENTIAL"
]
}
}
````
# Actor output Schema
## `results` (type: `string`):
No description
# API
You can run this Actor programmatically using our API. Below are code examples in JavaScript, Python, and CLI, as well as the OpenAPI specification and MCP server setup.
## JavaScript example
```javascript
import { ApifyClient } from 'apify-client';
// Initialize the ApifyClient with your Apify API token
// Replace the '' with your token
const client = new ApifyClient({
token: '',
});
// Prepare Actor input
const input = {
"maxItems": 10,
"usernames": [
"Jennaerous",
"BigmouthxBelle"
]
};
// Run the Actor and wait for it to finish
const run = await client.actor("scrapers_lat/justforfans-profile-scraper").call(input);
// Fetch and print Actor results from the run's dataset (if any)
console.log('Results from dataset');
console.log(`๐พ Check your data here: https://console.apify.com/storage/datasets/${run.defaultDatasetId}`);
const { items } = await client.dataset(run.defaultDatasetId).listItems();
items.forEach((item) => {
console.dir(item);
});
// ๐ Want to learn more ๐? Go to โ https://docs.apify.com/api/client/js/docs
```
## Python example
```python
from apify_client import ApifyClient
# Initialize the ApifyClient with your Apify API token
# Replace '' with your token.
client = ApifyClient("")
# Prepare the Actor input
run_input = {
"maxItems": 10,
"usernames": [
"Jennaerous",
"BigmouthxBelle",
],
}
# Run the Actor and wait for it to finish
run = client.actor("scrapers_lat/justforfans-profile-scraper").call(run_input=run_input)
# Fetch and print Actor results from the run's dataset (if there are any)
print("๐พ Check your data here: https://console.apify.com/storage/datasets/" + run["defaultDatasetId"])
for item in client.dataset(run["defaultDatasetId"]).iterate_items():
print(item)
# ๐ Want to learn more ๐? Go to โ https://docs.apify.com/api/client/python/docs/quick-start
```
## CLI example
```bash
echo '{
"maxItems": 10,
"usernames": [
"Jennaerous",
"BigmouthxBelle"
]
}' |
apify call scrapers_lat/justforfans-profile-scraper --silent --output-dataset
```
## MCP server setup
```json
{
"mcpServers": {
"apify": {
"command": "npx",
"args": [
"mcp-remote",
"https://mcp.apify.com/?tools=scrapers_lat/justforfans-profile-scraper",
"--header",
"Authorization: Bearer "
]
}
}
}
```
## OpenAPI specification
```json
{
"openapi": "3.0.1",
"info": {
"title": "JustForFans Public Profile & Stats Scraper",
"description": "Extract public JustForFans creator profiles: display name, bio, subscription price, post, photo, video, like and follower counts, avatar and verified status. Export to JSON, CSV or Excel.",
"version": "0.1",
"x-build-id": "tzoiQAT7cnjEKJJAK"
},
"servers": [
{
"url": "https://api.apify.com/v2"
}
],
"paths": {
"/acts/scrapers_lat~justforfans-profile-scraper/run-sync-get-dataset-items": {
"post": {
"operationId": "run-sync-get-dataset-items-scrapers_lat-justforfans-profile-scraper",
"x-openai-isConsequential": false,
"summary": "Executes an Actor, waits for its completion, and returns Actor's dataset items in response.",
"tags": [
"Run Actor"
],
"requestBody": {
"required": true,
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/inputSchema"
}
}
}
},
"parameters": [
{
"name": "token",
"in": "query",
"required": true,
"schema": {
"type": "string"
},
"description": "Enter your Apify token here"
}
],
"responses": {
"200": {
"description": "OK"
}
}
}
},
"/acts/scrapers_lat~justforfans-profile-scraper/runs": {
"post": {
"operationId": "runs-sync-scrapers_lat-justforfans-profile-scraper",
"x-openai-isConsequential": false,
"summary": "Executes an Actor and returns information about the initiated run in response.",
"tags": [
"Run Actor"
],
"requestBody": {
"required": true,
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/inputSchema"
}
}
}
},
"parameters": [
{
"name": "token",
"in": "query",
"required": true,
"schema": {
"type": "string"
},
"description": "Enter your Apify token here"
}
],
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/runsResponseSchema"
}
}
}
}
}
}
},
"/acts/scrapers_lat~justforfans-profile-scraper/run-sync": {
"post": {
"operationId": "run-sync-scrapers_lat-justforfans-profile-scraper",
"x-openai-isConsequential": false,
"summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
"tags": [
"Run Actor"
],
"requestBody": {
"required": true,
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/inputSchema"
}
}
}
},
"parameters": [
{
"name": "token",
"in": "query",
"required": true,
"schema": {
"type": "string"
},
"description": "Enter your Apify token here"
}
],
"responses": {
"200": {
"description": "OK"
}
}
}
}
},
"components": {
"schemas": {
"inputSchema": {
"type": "object",
"required": [
"usernames"
],
"properties": {
"maxItems": {
"title": "Max Items",
"minimum": 1,
"maximum": 1000000,
"type": "integer",
"description": "Maximum number of profiles to collect. Optional."
},
"usernames": {
"title": "Usernames",
"type": "array",
"description": "One or more JustForFans creator usernames or profile URLs (for example Jennaerous, BigmouthxBelle or https://justfor.fans/BigmouthxBelle). Each entry returns one public profile record.",
"items": {
"type": "string"
}
},
"proxyConfiguration": {
"title": "Proxy configuration",
"type": "object",
"description": "A residential proxy is recommended. The stats endpoint rate limits datacenter IPs, so residential proxies return complete counts.",
"default": {
"useApifyProxy": true,
"apifyProxyGroups": [
"RESIDENTIAL"
]
}
}
}
},
"runsResponseSchema": {
"type": "object",
"properties": {
"data": {
"type": "object",
"properties": {
"id": {
"type": "string"
},
"actId": {
"type": "string"
},
"userId": {
"type": "string"
},
"startedAt": {
"type": "string",
"format": "date-time",
"example": "2025-01-08T00:00:00.000Z"
},
"finishedAt": {
"type": "string",
"format": "date-time",
"example": "2025-01-08T00:00:00.000Z"
},
"status": {
"type": "string",
"example": "READY"
},
"meta": {
"type": "object",
"properties": {
"origin": {
"type": "string",
"example": "API"
},
"userAgent": {
"type": "string"
}
}
},
"stats": {
"type": "object",
"properties": {
"inputBodyLen": {
"type": "integer",
"example": 2000
},
"rebootCount": {
"type": "integer",
"example": 0
},
"restartCount": {
"type": "integer",
"example": 0
},
"resurrectCount": {
"type": "integer",
"example": 0
},
"computeUnits": {
"type": "integer",
"example": 0
}
}
},
"options": {
"type": "object",
"properties": {
"build": {
"type": "string",
"example": "latest"
},
"timeoutSecs": {
"type": "integer",
"example": 300
},
"memoryMbytes": {
"type": "integer",
"example": 1024
},
"diskMbytes": {
"type": "integer",
"example": 2048
}
}
},
"buildId": {
"type": "string"
},
"defaultKeyValueStoreId": {
"type": "string"
},
"defaultDatasetId": {
"type": "string"
},
"defaultRequestQueueId": {
"type": "string"
},
"buildNumber": {
"type": "string",
"example": "1.0.0"
},
"containerUrl": {
"type": "string"
},
"usage": {
"type": "object",
"properties": {
"ACTOR_COMPUTE_UNITS": {
"type": "integer",
"example": 0
},
"DATASET_READS": {
"type": "integer",
"example": 0
},
"DATASET_WRITES": {
"type": "integer",
"example": 0
},
"KEY_VALUE_STORE_READS": {
"type": "integer",
"example": 0
},
"KEY_VALUE_STORE_WRITES": {
"type": "integer",
"example": 1
},
"KEY_VALUE_STORE_LISTS": {
"type": "integer",
"example": 0
},
"REQUEST_QUEUE_READS": {
"type": "integer",
"example": 0
},
"REQUEST_QUEUE_WRITES": {
"type": "integer",
"example": 0
},
"DATA_TRANSFER_INTERNAL_GBYTES": {
"type": "integer",
"example": 0
},
"DATA_TRANSFER_EXTERNAL_GBYTES": {
"type": "integer",
"example": 0
},
"PROXY_RESIDENTIAL_TRANSFER_GBYTES": {
"type": "integer",
"example": 0
},
"PROXY_SERPS": {
"type": "integer",
"example": 0
}
}
},
"usageTotalUsd": {
"type": "number",
"example": 0.00005
},
"usageUsd": {
"type": "object",
"properties": {
"ACTOR_COMPUTE_UNITS": {
"type": "integer",
"example": 0
},
"DATASET_READS": {
"type": "integer",
"example": 0
},
"DATASET_WRITES": {
"type": "integer",
"example": 0
},
"KEY_VALUE_STORE_READS": {
"type": "integer",
"example": 0
},
"KEY_VALUE_STORE_WRITES": {
"type": "number",
"example": 0.00005
},
"KEY_VALUE_STORE_LISTS": {
"type": "integer",
"example": 0
},
"REQUEST_QUEUE_READS": {
"type": "integer",
"example": 0
},
"REQUEST_QUEUE_WRITES": {
"type": "integer",
"example": 0
},
"DATA_TRANSFER_INTERNAL_GBYTES": {
"type": "integer",
"example": 0
},
"DATA_TRANSFER_EXTERNAL_GBYTES": {
"type": "integer",
"example": 0
},
"PROXY_RESIDENTIAL_TRANSFER_GBYTES": {
"type": "integer",
"example": 0
},
"PROXY_SERPS": {
"type": "integer",
"example": 0
}
}
}
}
}
}
}
}
}
}
```