Architectural Enforcement (Data Vault 2.0)

Maia automatically audits your projects for compliance with Data Vault 2.0 standards, using specialized skills to identify and implement required fixes for hash keys, timestamps, and hash diffs across all your existing pipelines.

‍

Skills Demo
5 minutes
min watch time

You might also like

No items found.

Our latest resources

View all
May 26, 2026
Customer Stories

Balfour Beatty

March 6, 2026
Customer Stories

Natures Touch

March 10, 2026
Customer Stories

Edmund Optics

May 21, 2026
Blog

From AI Tools to AI Data Teams: What We Shipped This Spring

No items found.
June 9, 2026
Blog

The Agentic Enterprise Still Runs on Human Supply

June 3, 2026
Blog

The Agentic Enterprise Needs a Supply Side

June 3, 2026
Blog

AI Didn’t Just Change Execution. It Broke How We Measure Value

May 29, 2026
Blog

Mission Control: Autonomous Data Engineering's Operating Layer

May 26, 2026
Blog

Faster Pipelines, Same Backlog: Amdahl's Law Comes for Data Engineering

Cloud icon above a horizontal progress bar partially filled with a gradient from teal to yellow.
May 19, 2026
Blog

Cloud Modernization Stalls Without Data Engineering Capacity

Illustration of five dominoes falling in sequence with a dark green gradient background.
May 19, 2026
Blog

Where Continuous Execution Becomes Inevitable

Three people collaborating around a table with papers, pens, and a calculator in a brick-walled room.
May 13, 2026
Blog

Agentic AI Systems Explained: Why Projects Are the Wrong Unit of Execution

Blue lowercase letter a inside a white rounded square on a dark green background.
April 30, 2026
Blog

Alteryx Alternatives in 2026

Two white squares on blue background with Maia icon on left and blue letter a on right.
April 30, 2026
Blog

Maia vs Alteryx

Abstract orange honeycomb bee face icon with dark eyes and sparkle on yellow gradient background.
May 1, 2026
Blog

Legacy Data Migration: A CTO's Playbook

Partially visible orange robot icon with eyes on a yellow gradient background with icons above.
April 22, 2026
Blog

What Is Data Automation?

Dark green background with a light hexagon containing a looping arrow symbol in the center.
April 27, 2026
Blog

Execution Is No Longer Episodic. AI Made It Continuous

Yellow flowchart icon with one block connected to three blocks on a dark hexagonal background.
June 12, 2025
Blog

Building Agentic Workflows on a Composable Data Architecture

Abstract graphic of intersecting yellow and beige lines with circles containing check marks on a dark teal background.
May 30, 2025
Blog

Traditional Automation vs. AI Data Automation

Man in glasses and green sweater thoughtfully looking at a laptop while sitting at a wooden desk.
April 10, 2026
Blog

Dead Capital: Why AI Investment Isn’t Producing Returns

Abstract dark teal background with a lighter teal hexagon containing a dark gear-like shape.
March 31, 2026
Blog

Legacy ETL Is the Hidden Constraint on AI Execution

Smiling woman and man discussing documents at a table with laptop and charts in an office.
May 6, 2025
Blog

What Is Data Integration?

Abstract geometric logo with four light blue shapes forming a diamond on a dark teal background.
March 26, 2026
Blog

12 Informatica Alternatives & Competitors for 2026

Two square icons: left is a yellow hexagon with black dots and sparkle, right is an orange diamond with blue triangle.
March 26, 2026
Blog

Informatica vs Maia

Person typing on laptop with financial symbols and software icons floating around them.
March 26, 2026
Blog

The Real Cost of Legacy ETL Migration Isn't the Licence Fee

Female doctor wearing glasses and a stethoscope working on a laptop in a bright office.
March 26, 2026
Blog

Healthcare AI’s Real Bottleneck: Data Work and the Pipeline Problem

Diagram showing four parallel server clusters each linked to separate data storage units.
May 2, 2025
Blog

What Is Massively Parallel Processing?

Woman in a white shirt holding a laptop and leaning against a reflective glass wall indoors.
March 23, 2026
Blog

AI Exposes the Limits of Analytics-Era Data Architecture

November 3, 2025
Blog

The Rise of AI Data Automation

August 1, 2025
Blog

How AI Is Creating Agentic Data Engineering

Two icons in hexagons: a yellow bee with sparkles and a person outline with a sparkle on a teal background.
October 1, 2025
Blog

Agentic AI vs. AI Agents

March 8, 2026
Blog

Modernizing ETL: Cut pipeline build time by 85%

July 25, 2025
Blog

What Is Agentic AI?

Yellow hexagon-shaped stylized bee with white sparkling star on dark green background.
March 9, 2026
Blog

Your Competitors Deploy AI in Days. You Don’t.

Three checkmarks with horizontal bars next to a medal with 12 yellow stars in a circle on teal background.
August 13, 2025
Blog

3 AI Compliance Shifts Every Data Leader Must Act on Now

Three people in a meeting room discussing work, with papers and a laptop on the table.
September 5, 2025
Blog

Structured Data vs Unstructured Data vs Semi-Structured Data

Three stylized yellow hexagonal shapes with eyes and sparkles on a green gradient background.
October 14, 2025
Blog

The Last Tool vs. The First Team

Thoughtful man wearing glasses looking at a computer screen with his hand on his chin.
October 1, 2025
Blog

Rethinking Data Engineering for the AI Era

November 5, 2025
Blog

Agents of Data: 0-1 of AI - with Sarah Schlobohm

February 24, 2026
Blog

From Better Tools to Agentic Data Teams

February 3, 2026
Blog

Matillion positions Maia as the AI Data Automation platform

Dark green folder with document files inside and a subtle bee logo on the folder front, on a yellow background.
November 3, 2025
Blog

Context Files With Maia | Smarter, Consistent Data Pipelines

March 11, 2025
Blog

Build Custom API Connectors Fast

Portrait of a man with short dark hair wearing a white button-up shirt against a light blue background.
October 1, 2025
Blog

AI Data Automation Tested | Maia Real-World Review

August 5, 2025
Blog

Navigating GxP Compliance With Maia and AI Data Automation

Minimalist robot face with yellow outline and teal background partially covered by yellow block.
June 4, 2025
Blog

The Next Frontier of Data Engineering

Lightning bolt icon inside a partially complete circular progress bar with gradient colors.
November 10, 2025
Blog

Supercharging Data Pipelines | Adaptive Orchestration With Maia

November 3, 2025
Blog

Designing Smarter Orchestration Pipelines

Three people in a modern office sitting and talking near indoor plants and a white table.
September 29, 2025
Blog

The Data Stack Consolidation Imperative

Three business professionals standing by windows, discussing documents on a clipboard, smiling.
September 29, 2025
Blog

Breaking the Data Bottleneck

Yellow hexagon with eyes and two antennae resembling a moving cartoon bee on yellow background.
September 29, 2025
Blog

From AI Promise to Performance

May 26, 2026
Customer Stories

Balfour Beatty

March 6, 2026
Customer Stories

Natures Touch

March 10, 2026
Customer Stories

Edmund Optics

March 6, 2026
Customer Stories

SJP

May 26, 2026
Customer Stories

PMG

October 1, 2025
Ebook

The CDO’s Agentic Advantage

Maia Migration Agent logo above a text box with the text 'Migrate my legacy ETL pipelines to the cloud'.
March 26, 2026
News

Matillion Launches Maia's Migration Agent

No items found.
Man in patterned shirt speaking with a stair-step graphic showing percentages 0% to 100% behind him.
April 8, 2026
Executive Briefs

Stop Blaming Budget for Your Migration Stall

June 12, 2026
Demo Video

Automate Building Custom API Connectors from Documentation

June 12, 2026
Demo Video

Architectural Enforcement (Data Vault 2.0)

June 12, 2026
Demo Video

Self-Healing & Log Analysis

June 12, 2026
Demo Video

How to create a star schema from Jira using Maia

June 12, 2026
Demo Video

dbt/SQL to DPL conversion with Maia

Dark hexagon with a white stylized document icon and sparkle on a golden radiant background.
April 28, 2026
Demo Video

Documenting pipelines automatically with Maia

April 1, 2026
Demo Video

Creating the Snowflake Intelligence Maia Skill: Best Practices

Snowflake logo with white snowflake symbol on a dark hexagon over a snowy blurred background.
April 1, 2026
Demo Video

Build a Semantic Layer for Snowflake Intelligence

April 1, 2026
Demo Video

Converting Alteryx Pipelines with Maia

April 1, 2026
Demo Video

Using the Medallion Skill with Maia

April 1, 2026
Demo Video

Creating a Medallion Skill with Maia

April 1, 2026
Demo Video

Update Data Pipelines: Hotfixes with Maia

April 1, 2026
Demo Video

Building a Medallion Architecture with Maia

April 2, 2026
Demo Video

Converting Informatica Pipelines with Maia

Smiling bald man in a blue checkered suit jacket and white shirt on a teal background.
May 8, 2026
Webinars

How AI Agents Are Reshaping Enterprise Data Management

Two headshots of bald men, one with a beard in a dark shirt and one smiling in a blue suit jacket.
May 6, 2026
Webinars

The Agentic Advantage series 2: AI without the risk

Three professional men with glasses posing below Maia logo on green background.
April 29, 2026
Webinars

The Agentic Advantage Series 2: Part 1: The Operating Model Rethink

Left photo: Man with short hair and beard smiling on blue background; right photo: man with glasses speaking into microphone.
March 31, 2026
Webinars

100 Informatica Workloads. 30 Minutes. 1 Cloud Migration Agent.

February 11, 2026
Webinars

The Agentic Advantage Series: Part 1

February 12, 2026
Webinars

The Agentic Advantage Series: Part 2

Split image: man with glasses speaking into microphone on left, man with glasses smiling by window on right.
February 13, 2026
Webinars

The Agentic Advantage Series: Part 3

July 29, 2025
Webinars

Scaling Snowflake With Virtual Data Engineers

No items found.
October 3, 2025
Reports

2025 Gartner® Magic Quadrant™

No items found.

Data management
made effortless

Enjoy the freedom to do more with Maia on your side.
See Maia in action
Abstract dark teal geometric shapes background with diagonal lines and subtle gradients.