Commerce data lives in many places
As your store expands, so does your data—orders, payouts, listings, catalog updates, fees, keyword patterns, and operational events across Shopify, WooCommerce, Amazon, Etsy, and payment providers.
Each platform structures information differently, which makes it hard to compare or analyze without exporting spreadsheets.
The Data & ML Workspace brings these sources into a consistent structure so you can understand patterns in one place.
One foundation for all your channels
Instead of building custom pipelines for every question, the workspace organizes your commerce data into clear, reusable layers, including:
- • product and catalog details,
- • orders and fulfillment activity,
- • marketplace listings and updates,
- • payout and fee structures from Billing Hub,
- • search and keyword relationships from intelligence tools.
This gives your team a dependable base for reports, dashboards, and future analysis.
See trends without starting from scratch
With a consistent data model underneath, dashboards can highlight:
- • category and product trends,
- • behavior across Amazon and Etsy listings,
- • how fees impact final payouts,
- • which search terms relate to which products,
- • operational bottlenecks across channels.
The focus is visibility—not predictions—so you always know what is happening across your commerce system.
Machine learning that builds on the same structure
For teams exploring lightweight ML applications—such as grouping similar products, detecting listing gaps, or spotting unusual patterns—the workspace provides a stable starting point.
You don't need to reorganize your data or redesign your architecture. Models can evolve as your catalog or channels grow.
The goal is to support experimentation, not to automate decisions.
Connected to the rest of your commerce work
The Data & ML Workspace integrates with other Ultree solutions. All of these feed into the same underlying data model for easier analysis.
Billing Hub
Fee and payout visibility
Growth & SEO
Keyword and content structure
Shopify & WooCommerce
Storefront activity management
Amazon & Etsy Intelligence
Marketplace insights
CloudCommerce Development
Custom operational flows
Start simple, expand when needed
You can begin with a few core dashboards or exploratory reports.
As your questions evolve, we extend the workspace with additional fields, connectors, or ML components.
The emphasis is on clarity and maintainability so your team always understands how the system works.
