Build generative models of your enterprise databases
SDV is enterprise software for building generative relational models (GRMs) of complex, interconnected databases inside your secure environment. Use them to generate synthetic data, train and evaluate AI agents, and more.
One generative model. Many enterprise applications.
SDV transforms complex databases into enterprise-owned generative relational models that power synthetic databases, scenario simulation, and AI training and evaluation.
Put generative relational models
to work across the enterprise.
Use enterprise-owned models to generate synthetic databases, simulate scenarios, test software, and train and evaluate AI systems.
Software testing
Give developers production-like test data for every environment. Expand test coverage, reproduce edge cases, and release faster without exposing sensitive customer records.
Explore software testing100×
Improvement in test coverage for ING's SEPA payment application
Training AI models
Overcome limited, imbalanced, or restricted training data. Create representative examples for model training, evaluation, and difficult scenarios that rarely appear in the real world.
Explore AI development31%
Improvement in homeowner fraud detection at MAPFRE
Market research & simulation
Create privacy-safe respondent and behavioral data to test hypotheses, simulate audiences, and accelerate research before costly fieldwork or when real data is unavailable.
Explore market research∞
Scenarios generated on demand
SDV Enterprise
Built for the complexity of enterprise databases.
Model the relationships, business rules, and statistical patterns across complex, multi-table databases—then generate targeted data for any scenario and scale.
- Model complex relationships
- Capture dependencies across hundreds of connected tables.
- Generate for any scenario and scale
- Create targeted datasets in minutes—not days.
- Keep everything in your environment
- Your data and models remain within your security boundary.
Your environment.
Your data. Your control.
SDV Enterprise is an SDK deployed where your data already lives. No customer data leaves your environment.
Explore SDV Enterprise
SDV Community
Start building with SDV Community.
SDV Community is the widely adopted, source-available Python library for building generative relational models from your databases. Build models and use them to generate synthetic data for your projects.
- 18M+
- downloads
- 3.6K+
- GitHub stars
- 30K+
- data scientists
Customer stories
Real enterprise challenges.
Measurable results.
Epiconcept
Healthcare
105×
query speed improvement after fine-tuning database config
Epiconcept optimized database performance without using sensitive patient data.
Epiconcept created a realistic synthetic clone of its 37-table healthcare database, safely optimized its MariaDB configuration, and improved query performance by 105×.
Read the customer story
“To this day we implemented 25+ very diverse projects across multiple countries, and this is recognised as a great success.”
Wim Blommaert
Head of Test Data Management, ING Belgium
Your next dataset
doesn’t exist yet.
Build a generative relational model with SDV to create it.
