---
license: other
license_name: proprietary-commercial
task_categories:
  - tabular-classification
  - tabular-regression
  - text-classification
language:
  - en
tags:
  - cybersecurity
  - synthetic
  - vulnerability-scanning
  - soc
  - siem
  - mitre-attack
  - cve
  - patch-management
  - threat-detection
  - penetration-testing
  - parquet
  - large-scale
  - security-logs
  - synthetic-data
size_categories:
  - 200M<n<500M
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
pretty_name: Zia Vulnerability Scanning — 200M Synthetic Records

---

Zia Vulnerability Scanning — 200M Synthetic Records

## Dataset Description

A production-grade synthetic dataset containing **200,000,000 rows** of high-fidelity vulnerability scanning telemetry. Generated by Zia Data Labs for machine learning engineers, SOC analysts, and cybersecurity researchers building next-generation vulnerability management and patch prioritization models.

- **Massive Scale:** 200M rows pre-sharded into 40 Parquet files. Simulates continuous vulnerability scanning operations at enterprise production scale.
- **Rich Schema:** 9 core columns covering the full vulnerability lifecycle — from raw CVE ingestion and scan results through to patch status tracking and scanner behavior profiling.
- **MITRE ATT&CK Aligned:** Every CVE row semantically bound to its correct exploitation tactic. Critical CVEs strictly mapped to Initial Access and Privilege Escalation — no random tactic assignment.
- **Realistic Distribution:** 40% CVE Data / 30% Scan Results / 20% Patch Status / 10% Scan Behavior — mirrors real-world enterprise vulnerability pipeline ratios.
- **Cryptographic Integrity:** SHA-256 per-row integrity hash computed over all fields for pipeline validation.

---



---

## Instant Free Sample

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

[Download 50-Row Free Sample (CSV)](https://huggingface.co/datasets/Zia-Data-Labs/ZiaSyntheticVulnerabilityScanning/resolve/main/data/ZiaSyntheticDataVulnerabilityScanning_sample_50rows_v2.csv)

---



---

## Access & Pricing

### 1. Full Dataset Access — $20.00

All 200,000,000 rows on Hugging Face.

- Pay securely via PayPal: **[Click Here to Pay](https://www.paypal.com/ncp/payment/KC4ZY2BPAF3CW)**
- 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.

---



---

## How to Load

```python
from datasets import load_dataset

# Load the dataset
ds = load_dataset("Zia-Data-Labs/ZiaSyntheticVulnerabilityScanning")

# Print the first row
print(ds['train'][0])
```

---

## Data Schema & Fields

| Field Name | Data Type | Description |
|---|---|---|
| **row_id** | string | Unique record identifier (e.g., ZIA_VS_00000001) |
| **timestamp** | string | ISO-8601 UTC timestamp (YYYY-MM-DDTHH:MM:SSZ) |
| **scan_category** | string | Scan type: CVE Data, Scan Result, Patch Status, or Scan Behavior |
| **affected_asset** | string | Enterprise asset identifier (e.g., SRV-PROD-042, WRK-CORP-017) |
| **indicator_value** | string | The actual indicator — CVE-YYYY-XXXX, open port/service, KB patch ID, or scanner profile name |
| **mitre_mapping** | string | Semantically bound MITRE ATT&CK tactic (e.g., TA0004 - Privilege Escalation) |
| **severity_score** | int64 | Risk score 0–100. Critical: 90–100. High: 70–89. Medium: 40–69. Low: 0–39 |
| **patch_status** | string | Remediation state: Patched, Unpatched, In Progress, Deferred, or N/A |
| **sha256_hash** | string | Per-row SHA-256 integrity hash for pipeline validation |

---

## Technical Specifications

| Property | Value |
|---|---|
| Format | Apache Parquet (40 Shards) |
| Sample Format | CSV |
| Total Records | 200,000,000 rows |
| Total Columns | 9 |
| License | Proprietary / Custom Commercial |
| Producer | Zia Data Labs (2026) |

> **Strictly Prohibited:** Public redistribution, resale, or mirroring of the raw Parquet shards is forbidden under our commercial terms.

---

## Citation

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