Safe, reliable, scalable test data without exposing what’s private.
Who We Are
We’re rapiddweller – Shaping the Future of Testing & Digital Solutions for Regulated Industries.
We help companies automate routine tasks and accelerate digital transformation through model-driven data generation. Our flagship product, DATAMIMIC, is a test data platform for regulated industries, combining deterministic, rule-based DATAMIMIC models with auto-regressive ML generators for synthetic data generation.
DATAMIMIC uses a model-driven approach that integrates into your Development, Test, and Training environments through an API, Helm, and Podman. Its data modeling architecture helps engineering and QA teams release software faster and build stronger ML models, while keeping sensitive data out of test environments through synthetic data generation aligned with privacy and compliance requirements.
Beyond test data, we deliver full-stack IT services, from SEO to custom software development and outsourcing. With hubs in Germany and Vietnam, we combine German engineering with Vietnamese agility and cost efficiency.
Our mission: Automate monotonous dweller tasks to leave meaningful work for humans, so engineering teams spend less time provisioning test data and more time building.
Our Founders
For more than 20 years, I’ve built systems for banks, insurers, and public organizations. My passion has always been to understand complex systems, whether human, historical, or technical, and to make them simpler, safer, and smarter. At rapiddweller, I stay close to the code and architecture, but what excites me most is when our customers gain independence: when test data becomes an enabler of innovation instead of a bottleneck.
My career has been shaped by large-scale digital transformation projects. I’ve seen firsthand how easily teams can lose motivation in endless meetings and how much energy is released when quality standards, teamwork, and clarity take over. With rapiddweller, I wanted to bring those lessons to enterprises and SMEs alike: predictable, cost-efficient, and successful projects. What drives me is building bridges: between business and technology, between cultures, and between people who want to make change happen.
Our Values
Compliance over Convenience
Regulatory requirements come first. Generation is designed to align with GDPR, HIPAA, and industry standards as part of the normal workflow, not as an afterthought.
Standards over Shortcuts
While data quality tools verify production data, DATAMIMIC generates synthetic alternatives that hold to the same standards.
Results over Promises
Faster releases, stronger ML models, and no production data in test environments. That’s what matters.
Evolution over Status Quo
Standing still means falling behind. We continuously enhance our synthetic data technology to meet tomorrow’s testing challenges today.
Our Commitment
We bring enterprise-scale experience and a privacy-first, model-based approach to every project. We deliver predictably in regulated environments and transfer the know-how, so your teams can run and evolve the platform independently. See how this works in practice in the case studies below.
Experience at scale
Decades of experience in enterprise IT and digital transformation.
- Used to process & obfuscate millions of payment transactions in real time.
- Distributed remote execution (Ray) for scalable generation.
- DE ↔ VN footprint (rapiddweller GmbH; RAPIDDWELLER ASIA Co., Ltd.).
Proven delivery
Proven delivery for tier-1 banks, global payment providers, logistics leaders, and government institutions
- Banks & Insurance value use case (GDPR-aligned anonymization/synthetic data).
- Fintech compliance article (shipping under regulatory pressure).
- Built-in domain generators for Finance / Insurance / Public Sector.
Enablement over lock-in
A long-term partner mindset: we train and enable client teams to stay independent, rather than lock them in.
- Model-based design on open standards & modern Python (maintainability).
- API for CI/CD automation of generation/obfuscation.
- Project Access Tokens + Git branch sync for repo-driven workflows.
Would you like to have a brief introduction to DATAMIMIC?
Make an appointment with our test data specialists. We will be happy to introduce you to DATAMIMIC.