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Data products your business
can actually trust

Most data products tell you what data means. Ataccama's tell you whether it can be trusted
and put in the hands of every user and AI agent that needs it.

Try Ataccama Data Products Start interactive walkthrough
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One concept, many tables

You've catalogued your data, but concepts such as “Customer” still live in multiple tables, governed by multiple teams. Businesses think in concepts but systems store data in physical terms. That gap is where trust breaks.

Businesses think in concepts.
Systems store data in tables.

Data products promised to close the gap between business and technical teams. But most
implementations stop at definition. A named concept, some metadata, an owner. That's not
enough for a team trying to decide which source to trust, or an AI agent that needs to act on it.

The gap

Business says “Customer”

A concept spanning dozens of systems, tables, views, and feeds, with no single governed, trusted representation.

leadership

Systems say 47 tables

Physical assets that nobody can evaluate at a glance for trust, ownership, or fitness for a given use case.

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The consequence

A data product without trust doesn't solve the consumption problem — it just moves it. Without trust, conflicting sources persist and teams make high-stakes decisions on data nobody has verified. AI makes this worse. It doesn't hesitate, it scales, inheriting every governance gap silently and at speed. Governance work gets done but business value doesn't follow.

opportunity
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Business concepts,
not just technical assets

A data product in Ataccama is a business-meaningful entity — like “Customer”
or “Transaction” — governed, enriched with a real-time trust signal, and ready for
consumption wherever work happens.

Business-meaningful
data products

Define business concepts as governed data entities, independent of where that data physically lives.
Business-meaningful data products

Domain and business
process context

Organize data products within domains and business processes for consistent, enterprise-wide governance.
Domain and business process context

Recommended
asset mapping

Identify and surface the preferred physical dataset for each data product, guiding consumers to the right source first time.
Recommended asset mapping

Data Trust Index visibility

Surface real-time trust and quality signals at the data product level, anchored to the recommended physical asset.
Data Trust Index visibility

Criticality and CDE support

Flag critical data elements and propagate criticality through connected entities to strengthen governance prioritization.
Criticality and CDE support

MCP-based access for AI tools

Expose trusted data products directly inside MCP-enabled AI tools. No platform switch required.
MCP-based access for AI tools

What makes Ataccama
data products different?

Customer 360

Context-first data products
for people

Data is only useful when people understand it. Ataccama puts business context and trust at the centre of every data product so teams can instantly see whether data is trustworthy right now, not just technically valid.

Quality

Agentic data trust for AI
workflows

Ataccama exposes trusted data products as a context system for AI tools and agentic workflows via MCP Server, so AI outputs are based on consistent, governed data instead of fragmented or ambiguous inputs.

AI

Operationalized data value
connected to real usage

Ataccama connects governed data products directly to the tools and workflows where decisions happen, turning governance from a documentation exercise into a driver of adoption and business outcomes.

Built for governance teams.
Valued by data leaders.

Data products solve a problem felt at every level of the data organization. From the steward
documenting a concept to the CDO accountable for enterprise-wide trust.

Data stewards

Define and govern business concepts once, across every physical system that holds that data

Keep business meaning intact from intent to implementation, so teams always work from a shared understanding

Get a single, unified trust signal across data governance and quality — no more switching between views

Data stewards
CDOs and data leaders

CDOs and data leaders

Enforce enterprise-wide consistency in how critical data is defined and governed, regardless of system sprawl

Get governance investments adopted beyond the catalog — into the analytics and AI workflows where work actually happens

Extend trusted data access to the entire organization, not just the teams with direct platform access

Trusted by data-driven enterprises

  • One solution with one interface for 3 interoperable modules for reference data management, master data manatement and for data quality.

    John Reimers
    John Reimers Master data program manager, Marti Group
  • With Snowflake and Ataccama, Judo Bank can deliver cleaner data faster, with improved visibility into data quality and usage.

    Thomas Janssen
    Thomas Janssen Head of Data Architecture & Governance, Judo Bank
  • If we can’t trust our customer data, we are not able to do any growth initiatives and communicate effectively with our clients.

    Chantale Boulanger
    Chantale Boulanger Director, Industrial Alliance
  • Bringing business and IT teams together to create a digital factory of trusted data.

    Piotr Pietrzyk
    Piotr Pietrzyk Head of Data Governance, Avon
  • Scaling data management initiatives across the organization, unlocking further growth and innovation.

    Michelle Sklar
    Michelle Sklar IT Governance Principal, Fifth Third Bank
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Ready to ship data products
your business can trust?

See how Ataccama data products bridge the gap between
governance and real-world data consumption — for your teams
and your AI.

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Discover practical use cases

See how Ataccama ONE Data Quality can address your specific business needs.

Tailored for your industry

Learn how businesses in your industry are leveraging Ataccama for success.

Gartner Magic Quadrant

5-time Leader, with the furthest vision

Ataccama positioned as a Leader in the 2026 Gartner® Magic Quadrant™
for Augmented Data Quality Solutions for 5th consecutive time.