Datasets:
Modalities:
Text
Formats:
parquet
Languages:
English
Size:
100M - 1B
Tags:
cybersecurity
Synthetic
penetration-testing
web-application-security
vulnerability-management
owasp
License:
| 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 | |