Synthetic Data Vault (SDV)
An open-source library for generating synthetic data for various data types.
Overview
The Synthetic Data Vault (SDV) is an open-source project that provides a collection of tools for generating synthetic data for various data modalities, including single tables, relational databases, and time series. It offers a variety of models and evaluation metrics to help users create high-quality synthetic data.
✨ Key Features
- Open-source
- Support for single table, relational, and time-series data
- Multiple generative models (e.g., Gaussian Copula, CTGAN, TVAE)
- Data quality and utility evaluation
- Extensible and customizable
🎯 Key Differentiators
- Support for multiple data modalities (single table, relational, time-series)
- Wide range of generative models
- Comprehensive evaluation framework
Unique Value: The Synthetic Data Vault provides a powerful and flexible open-source solution for generating synthetic data for a variety of data types and use cases.
🎯 Use Cases (5)
💡 Check With Vendor
Verify these considerations match your specific requirements:
- Very large datasets that do not fit in memory
🏆 Alternatives
SDV's support for relational and time-series data, along with its extensive library of models and evaluation tools, makes it one of the most comprehensive open-source synthetic data libraries available.
💻 Platforms
✅ Offline Mode Available
🔌 Integrations
💰 Pricing
Free tier: N/A (Open-source)
🔄 Similar Tools in Synthetic Data Generation
K2view
A data product platform that provides a holistic, 360-degree view of all your customer data....
Gretel
A multimodal synthetic data platform for generating high-quality, safe data at scale....
MOSTLY AI
A platform for generating high-quality, privacy-compliant synthetic data that preserves the statisti...
Syntho
An AI-powered synthetic data platform that enables organizations to generate high-quality synthetic ...
YData
A platform that helps data scientists create better data to build the best AI solutions....
Hazy
A synthetic data platform that helps businesses unlock and use data safely and quickly....