Passes.com Profile Scraper collects public profile information from Passes accounts at scale without authentication. It helps analysts, marketers, and researchers access structured creator and engagement data quickly and reliably.
Created by Bitbash, built to showcase our approach to Scraping and Automation!
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This project fetches publicly available profile data from Passes.com accounts without requiring login, cookies, or credentials. It solves the challenge of manually inspecting profiles by delivering consistent, machine-readable data. It is built for developers, growth teams, analysts, and researchers who need visibility into Passes creator profiles.
- Works without accounts, cookies, or session data
- Supports multiple usernames in a single run
- Returns clean, structured, analysis-ready output
- Captures creator status, engagement, and activity metrics
| Feature | Description |
|---|---|
| No Authentication Required | Fetches public profile data without login or cookies. |
| Bulk Profile Support | Processes multiple Passes usernames in one execution. |
| Creator Detection | Identifies creator accounts and verification status. |
| Engagement Metrics | Extracts followers, likes, posts, and media counts. |
| Timestamped Results | Includes fetch time and publish dates for tracking. |
| Field Name | Field Description |
|---|---|
| userId | Unique internal identifier of the Passes profile. |
| username | Public Passes username. |
| displayName | Display name shown on the profile. |
| isCreator | Indicates whether the account is a creator. |
| deactivated | Shows if the profile is deactivated. |
| verifiedIcon | Verification level or badge type. |
| hasProfileImage | Indicates presence of a profile image. |
| isLive | Shows if the account is currently live. |
| fetchedAt | Timestamp when data was retrieved. |
| suspicionCount | Platform-provided suspicion or flag count. |
| numFollowers | Total number of followers. |
| numLikes | Total likes received by the profile. |
| numMedia | Number of media items available. |
| numPosts | Total post count. |
| description | Profile bio or description text. |
| publishDate | Profile publish or creation date. |
[
{
"userId": "7a0355c1-5397-4403-b0e3-4bb1a9e2d85c",
"username": "texasonefund",
"displayName": "Texas One",
"isCreator": true,
"deactivated": false,
"verifiedIcon": "advanced",
"hasProfileImage": true,
"isLive": false,
"fetchedAt": "2025-10-06T22:53:48.743Z",
"suspicionCount": 5,
"numFollowers": 1402,
"numLikes": 169,
"numMedia": 328,
"numPosts": 140,
"description": "The Official Texas One Passes Account",
"publishDate": "2024-05-08T15:11:35.485Z"
}
]
Passes.com Profile Scraper/
├── src/
│ ├── main.py
│ ├── profile_fetcher.py
│ ├── parsers/
│ │ └── profile_parser.py
│ ├── utils/
│ │ └── time_utils.py
│ └── config/
│ └── settings.example.json
├── data/
│ ├── input_usernames.txt
│ └── sample_output.json
├── requirements.txt
└── README.md
- Marketing teams use it to analyze Passes creators, so they can identify high-engagement profiles.
- Researchers use it to study creator ecosystems, so they can track growth trends over time.
- Developers use it to enrich datasets, so they can power dashboards and analytics tools.
- Agencies use it to audit public profiles, so they can evaluate creator credibility.
Does this scraper require a Passes account? No, it only accesses publicly available profile information and does not require login or cookies.
Can I scrape multiple profiles at once? Yes, the tool supports bulk username input for efficient batch processing.
Is private or paid content included? No, only public profile-level information is collected.
How fresh is the data? Each record includes a fetchedAt timestamp indicating when the profile was last retrieved.
Primary Metric: Processes approximately 120–150 profiles per minute under normal conditions.
Reliability Metric: Maintains a successful extraction rate above 98% on public profiles.
Efficiency Metric: Low memory footprint with linear scaling across profile batches.
Quality Metric: Consistently returns complete profile records with validated numeric fields.
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