---
license: other
license_name: proprietary-commercial
task_categories:
  - tabular-classification
  - tabular-regression
language:
  - en
tags:
  - cybersecurity
  - synthetic
  - penetration-testing
  - web-application-security
  - vulnerability-management
  - owasp
  - cvss
  - appsec
  - red-team
  - security-analytics
  - parquet
  - large-scale
  - simulation
  - soc
  - grc
size_categories:
  - 100M<n<1B
pretty_name: Zia Penetration Testing — 200M Synthetic Records
gated: true
extra_gated_heading: Access Verification Required
extra_gated_description: >-
  To access this 200M row dataset, you must first complete the $20.00 access fee
  via PayPal and provide your payment details below.
extra_gated_button_content: Request Access
extra_gated_fields:
  PayPal Transaction ID or Payer Email: text
---

# Zia Penetration Testing — 200M Synthetic Records

## Dataset Description

A production-grade synthetic dataset containing 200,000,000 rows of high-fidelity web application penetration testing findings. Generated by Zia Data Labs for machine learning engineers, cybersecurity researchers, and application security teams.

- **Massive Scale:** 200M rows across 10 Parquet files (~12 GB total, Snappy compression). Simulates a full enterprise vulnerability management pipeline at production scale.
- **Full OWASP Top 10 Coverage:** Every record maps to the OWASP Top 10 2021 framework including Broken Access Control, Injection, Cryptographic Failures, and more.
- **Dual CVSS + Severity Scoring:** Every record includes a CVSS v3.1 base score, full vector string, and qualitative severity label.
- **Complete Vulnerability Lifecycle:** Each finding covers discovery through remediation — asset context, HTTP method, vulnerable parameter, discovery method, remediation guidance, SLA deadlines, and current status.

## Instant Free Sample

Test the data quality immediately. No account or signup required.

[Download 50-Row Free Sample (CSV)]

## Access & Pricing

### 1. Full Dataset Access — $20.00
All 200,000,000 rows on Hugging Face, split across 10 Parquet files.

- Pay securely via PayPal: [Click Here to Pay](https://www.paypal.com/ncp/payment/7YTSEYN8HPWTC)
- Email your Hugging Face username to: zia.data.team@protonmail.com
- Your account will be whitelisted within 24 hours.

### 2. Custom 1 Billion Row Dataset — $999.99
Built to your exact specifications. Contact zia.data.team@protonmail.com for details.

Need enterprise-scale licensing? Contact zia.data.team@protonmail.com — custom quotes available with bulk pricing.

## How to Load

```python
from datasets import load_dataset

ds = load_dataset("Zia-Data-Labs/SyntheticDataPenetrationTesting200M")
print(ds['train'][0])
```

## Data Schema & Fields

| Field Name | Data Type | Description |
|---|---|---|
| finding_id | string | Unique finding identifier |
| vulnerability_name | string | Short descriptive title |
| owasp_category | string | OWASP Top 10 2021 mapping |
| cve_id | string | CVE identifier if applicable |
| cwe_id | string | CWE identifier |
| cvss_version | string | CVSS framework version (3.1) |
| cvss_base_score | float32 | CVSS base score (0.0-10.0) |
| cvss_vector_string | string | Full CVSS v3.1 vector string |
| severity_label | string | Critical, High, Medium, Low |
| likelihood | string | Exploitation probability |
| target_asset_name | string | Host, application, or service name |
| asset_type | string | Web Application, REST API, GraphQL API, etc. |
| asset_criticality | string | Business importance of the asset |
| affected_url_path | string | Endpoint or file path containing the vulnerability |
| http_method | string | GET, POST, PUT, DELETE, PATCH |
| request_headers | string | Relevant request headers |
| api_version | string | API version of the affected endpoint |
| vulnerable_parameter | string | Specific input field or variable at fault |
| discovery_method | string | Manual Pentest, SAST, DAST, SCA |
| proof_of_concept | string | Abstracted attack pattern description |
| evidence_screenshot_ref | string | Simulated evidence artifact reference |
| remediation_guidance | string | Actionable remediation instructions |
| remediation_effort | string | Low/Hours, Medium/Days, High/Weeks |
| status | string | Open, In Progress, Remediated, etc. |
| date_discovered | string | ISO 8601 discovery date |
| target_remediation_date | string | SLA-based remediation deadline |
| environment | string | Production, Staging, UAT, Development |
| pentest_team | string | Team or vendor that identified the finding |
| description | string | Detailed technical description |

## Technical Specifications

- **Format:** Apache Parquet (Snappy compression), 10 sharded files
- **Total Records:** 200,000,000
- **Total Size:** ~12 GB
- **Columns:** 29
- **License:** Proprietary / Custom Commercial
- **Producer:** Zia Data Labs (2026)
- **Strictly Prohibited:** Public redistribution, resale, or mirroring of the raw Parquet files is forbidden under our commercial terms.

## Citation

Zia Data Labs, 2026
https://huggingface.co/datasets/Zia-Data-Labs/SyntheticDataPenetrationTesting200M