Instant self-service
Business users can answer their own questions without waiting for a data engineer. The USS model is intuitive enough for analysts and powerful enough for complex multi-fact queries.
Trusted by data teams worldwide
Self-service analytics without complexity
The Unified Star Schema (USS) gives business users the freedom to explore multi-fact structured data — on any platform that supports the Star Schema. No data engineering bottlenecks. No waiting.
Accurate, trustworthy, AI-ready data for text-to-SQL
The Unified Star Schema adds the missing semantic layer so LLMs can reliably generate correct SQL against your warehouse — not just plausible answers.
- Eliminates broken SQL from LLMsConstrain generation to a clean, unified schema so models stop inventing columns, joins, and tables that do not exist.
- Semantic consistency across sourcesMap messy, overlapping data into a shared semantic model that matches how your business actually thinks and talks.
- Works with your warehouseKeep Snowflake, BigQuery, Redshift or Databricks as-is. USS sits on top as a thin, non-disruptive modelling layer.
Why teams choose the Unified Star Schema
A single, elegant model that unlocks the full power of your data — without rewriting your stack.
Platform agnostic
Works with every data platform and BI tool that supports the Star Schema — Snowflake, BigQuery, Redshift, Power BI, Tableau, and more. No vendor lock-in.
Proven methodology
Built on decades of data modelling research and real-world deployments. The USS replaces ad-hoc workarounds with a clean, repeatable pattern your whole team can follow.
One dashboard for all your processes
Combine metrics, dimensions and signals from every system into a single, multi-factor view so teams can see the whole picture before they decide.
- Guided by your AI DB expertCollaborate to choose the right metrics and dimensions so the dashboards you build surface insights that really matter for your decisions.
- All options, without “breaking the mayonnaise”Explore a full, a-la-carte menu of analytic paths with the confidence that joins, filters and drill-downs stay semantically correct.
- Build multi-factor workflows & dashboardsBlend operational, financial and behavioural data into unified views that match how your processes really run end to end.
- Enable faster, data-driven decisionsReplace spreadsheet stitching and ad-hoc exports with a single interface where every stakeholder can trust what they see.
A new standard for structured data modelling
The Unified Star Schema was developed to solve a problem every data team faces: how do you let business users freely explore data across multiple fact tables without creating a maintenance nightmare?
The answer is a single, unified model that preserves the simplicity of the Star Schema while eliminating its limitations. Read the white paper, or book a session to see it applied to your own data.
- Compatible with existing Star Schema investments
- No proprietary tools or lock-in required
- Applicable to any industry with structured data
1unified model
∞fact tables supported
0vendor lock-in
Reduce data warehouse costs without slowing teams down
The Unified Star Schema makes every query smarter, so you spend less on compute while still giving analysts and AI the freedom to explore large-scale data.
- Optimize queries automaticallyUSS encourages predictable, warehouse-friendly patterns so generated SQL avoids cross-joins, cartesian explosions and other expensive mistakes.
- Reduce unnecessary compute usageFocus scans on the right facts and dimensions, cutting down on wasted reads and oversized result sets.
- Works with platforms like Snowflake and DatabricksPlug into your existing cloud warehouse stack — USS improves how you use it rather than asking you to move it.
See what you could save by routing analytics and AI workloads through a unified, optimization-friendly model instead of ad‑hoc queries and one-off data marts.
In one customer example, a traditional query ran in 2.46 minutes. With USS in place, the same result returned in 4.6 seconds — over 97% faster, with identical output.
See the USS applied to your data
Book a free 30-minute session. We'll walk through your current data model and show you exactly how the Unified Star Schema would simplify it.
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