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Your destination for Data Vault solutions

We are certified experts in Data Vault 2.0. We are the premium service and training provider for the Data Vault methodology, with resources, training, and services to support your business.

Talk to a member of our team to learn more about our Data Vault services.

No matter where you are on your Data Vault journey, we're here to help you every step of the way

Data Vault can seem too complex to understand where to start. That’s why we’ve broken it down into easily digestible nuggets of information to help you understand Data Vault clearly through the lens of your business needs.

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What is Data Vault?

Data Vault is a modern data warehousing methodology designed to handle complex, high-volume data environments with agility auditability and scalability. It's the top choice for organizations looking to build a strong foundation for GenAI, modernize their data platform, or tackle data challenges during mergers and acquisitions.

Data Vault: Overview

Data Vault is a powerful data warehousing solution that extracts, cleans and organizes data from your business systems and applications. This data is perfect for business reporting, analytics, and training GenAI applications.

Data Vault stands out as a solution because it is designed to meet today’s needs: 

Scalability

Agility

Flexibility

Auditability

Automation

Long-Term Data Integrity

Why Data Vault?

Data Vault solves the problems traditional data warehouses struggle with:

  • Scalable architecture for cloud platforms like Snowflake, BigQuery, and Azure

  • Flexible design that evolves with your business

  • Auditability for full data lineage and compliance

  • Automation-ready with tools like AutomateDV

  • AI-ready for training GenAI and LLMs

How Does it Work?

Your business runs on multiple systems and each generates valuable data. Data Vault extracts, cleans, and organizes this data into a unified warehouse using three core components:

  • Hubs: Unique business keys (e.g. Customer ID)

  • Links: Relationships between entities (e.g. Customer <-> Order)

  • Satellites: Descriptive attributes and historical changes

 

This layered architecture (stage -> integrate -> product) aligns with the Medallion architecture (bronze -> silver -> gold) and supports both batch and real-time loading.

Data Vault  Medallion Architecture

Is Data Vault for You?

Data Vault isn’t the only approach you could use to develop your Data Warehouse, and it may not be right for you.

Data Vault is ideal for:

  • Enterprises with multiple data sources and domains

  • Teams needing auditability and compliance

  • Organizations preparing for GenAI and AI agents

  • Platforms built on cloud-native databases

  • Data Mesh implementations needing semantic integration

Unsure on Data Vault?

Still have questions on how Data Vault can work for you and your business? Book a free consultation call with our expert, Todd Page, to discuss in further detail.

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Data Vault in Detail

Data Vault is particularly suited for cloud databases, high data volumes, parallel loading, and integration.

It excels in maintaining data integrity and providing a comprehensive audit trail, tracking each data change for complete traceability and regulatory compliance.

Data Vault’s modular approach allows easier integration of new data sources, enabling the data warehouse to evolve with the business without significant rework.

Data Vault supports both batch and real-time loading, accommodating data arriving at different cadences. It is the only method that performs semantic integration, a key part of providing high-quality data for training large language models (LLMs) and AI.​​​

Data Vault and Medallion Architecture

Data Vault's layered architecture—stage, integrate, and product—aligns perfectly with the medallion architecture's bronze, silver, and gold layers. Its powerful techniques for semantic integration make it an excellent practice for the silver layer.

Data Mesh and Data Vault

In the context of data mesh, Data Vault addresses a different level of design.

While data mesh focuses on federated data, Data Vault can be used within a domain wherever integration is needed, such as at the presentation level or within analytic domains.

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FREE Data Vault Introduction

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Data Vault for Developers Training 

Learn Data Vault

Data Vault Resources

Data Vault Community

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The Data Vault User Group is the global home for Data Vault practitioners and data professionals. Join to benefit from monthly virtual meetups with expert speakers, and online Q&A forum, and an annual conference.

Data Vault Videos

Data Vault Books

Book front cover: Building a Scalable Data Warehouse with Data Vault 2.0
Building a Scalable Data Warehouse with Data Vault 2.0

by Dan Linstedt & Michael Olschimke

Book front cover: The Elephant in the Fridge
The Elephant in the Fridge
by John Giles
Book front cover: The Data Vault Guru
The Data Vault Guru
by Patrick Cuba

Talk to us!

Still have questions on how Data Vault can work for you and your business? Why not arrange a call with our expert, Todd to discuss in further detail.

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Frequently asked questions
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