Latttice — the Data Product Workbench for Collibra, now on the Collibra MarketplaceLatttice — the Data Product Workbench for Snowflake70% Less Complexity with LattticeDeliver Trusted Data 80% FasterLower the Cost of Building and Operating Data Products by 70%Latttice is available where business teams work — Slack, Excel, LattticeGPTLatttice the Data Product Workbench brings trusted, fit-for-purpose data to the point of decisionsLatttice the Data Product Workbench is the bridge between the Business and Data TeamsLatttice delivers active governance at the point of data access, so trusted data products are created, controlled, and used with confidenceDesigned in North Carolina, USA
Architecture Compared

The Future Is Not Data Mesh or Data Fabric. It’s Trusted Data Products.

Many organizations are still debating architecture. Meanwhile, business teams are still struggling to find, trust and use data when decisions need to be made. The challenge is no longer just ownership or connectivity. The challenge is activation.

Data Mesh vs. Data Fabric vs. Data Products

Data Mesh helped organizations rethink ownership. Data Fabric helped organizations rethink connectivity. But neither guarantees that governed data becomes trusted, reusable and usable by business teams.

The next shift is toward Data Products: governed, reusable, business-ready data assets that connect architecture, governance, analytics, AI and decision-making.

Before organizations can move forward, they need to understand what each model solves — and what it does not.

Data Mesh

An operating model focused on domain ownership, federated governance and treating data as a product across business domains.

Best for: Clarifying accountability and shifting ownership closer to the business.
Limitation: Ownership alone does not guarantee adoption, usability or trusted consumption.

Data Fabric

A technical architecture focused on metadata, integration, automation and connecting data across complex environments.

Best for: Improving connectivity, discoverability and movement across platforms.
Limitation: Connectivity alone does not guarantee business value or decision readiness.

Data Products

Governed, reusable, business-ready data assets designed for consumption, decision-making and AI readiness.

Best for: Turning trusted data into usable products that business teams can discover, understand, trust and apply.
Limitation: Requires strong ownership, governance and product thinking to be effective.

The Problem Most Organizations Still Face

Organizations have invested heavily in architecture, platforms and governance, yet many still struggle to:

Find trusted data

Understand ownership

Reuse governed assets

Support AI initiatives

Deliver business outcomes

Industry signal

Analyst and enterprise data research increasingly points to the same barrier: organizations are not short on data platforms. They are short on trusted, governed and reusable data that business teams and AI systems can safely use.

Data Mesh improved ownership. Data Fabric improved connectivity. Neither fully solved activation.

The industry has spent years debating where data should live and how it should be connected. The bigger question now is whether the people making decisions can actually find, trust and use it. That is why data products matter.
— Cameron Price, Founder & CEO, Data Tiles

The Shift From Architecture to Activation

The market is moving from conversations about where data lives, to how trusted data is packaged, governed, shared and used.

Data Mesh
Ownership
Data Fabric
Connectivity
Data Products
Activation
Destination
Latttice
Workbench for creating, governing and sharing trusted data products

Why the Industry Is Moving Toward Data Products

Stage 1
Data Warehouse

Centralized reporting

Stage 2
Data Lake

Centralized storage

Stage 3
Data Fabric

Connected architecture

Stage 4
Data Mesh

Distributed ownership

Stage 5
Data Products

Trusted activation

Stage 6
AI-Ready Decisions

Governed data in the flow of business and AI

Latttice sits at the Data Product Activation Layer, helping organizations move from governed data to trusted business use.

Why Data Products Matter Now

AI needs governed, trusted and reusable data inputs.

Business teams need data they can understand, trust and apply.

Governance must happen at the point of use, not after the fact.

Decision-making needs context, ownership and evidence.

Data products turn architecture into usable business assets.

Product thinking makes trusted data reusable, not one-off.

Where Latttice Fits

Latttice: The Data Product Activation Layer

Latttice is the AI-powered Data Product Workbench from Data Tiles. It helps business and data teams create, govern, share and activate trusted data products without code, turning architecture and governance into reusable business value.

  • Create trusted data products without code
  • Apply active governance at the point of use
  • Support business ownership with data team oversight
  • Enable governed sharing and reuse
  • Prepare data products for analytics, AI and decision-making
  • Use CoPilot, Convo, Fusion and Pin Board to move from access to activation

Better Decisions Start With Trusted Data Products.

Data Mesh and Data Fabric help organizations organize and connect data. Latttice helps turn trusted data into governed, reusable data products that business teams can use for decisions and AI readiness.