AtScale builds the governed semantic layer that sits between enterprise data platforms and every BI tool, AI agent, and analyst that consumes them. One definition of truth. Delivered everywhere.
What it does
AtScale was founded on a simple premise: business intelligence fails when the same metric means different things in different tools. A CFO who gets a different revenue number from Cortex Analyst than from Power BI doesn’t trust either one. That mistrust is the single biggest barrier to enterprise AI adoption.
AtScale eliminates that barrier. We provide the universal semantic layer — the governed, centrally defined, universally queryable business logic layer that sits above every data platform and below every tool that consumes data. Define revenue once. Govern it everywhere. Trust it always.
Our platform is the reason Fidelity, Nike, and The Home Depot trust their analytics and AI to return the same number — whether the query comes from Power BI, Cortex Analyst, Tableau, Excel, or a Claude agent.
Two capabilities that work together: a universal semantic layer and a governed compute engine.
Define your business metrics — revenue, margin, active customers, churn — once, in business terms. AtScale stores those definitions in a universal semantic layer that every tool can query, regardless of protocol (SQL, XMLA, MCP) or vendor. No more metric sprawl. No more Power BI definitions that disagree with Tableau definitions.
AtScale doesn’t own your compute — you do. We translate every query from every tool into the SQL dialect of whatever platform you’ve chosen, then push execution down to that engine. Snowflake, Databricks, BigQuery, Redshift, Synapse — AtScale governs the semantics and routes the work.
Embedded AtScale lives inside Snowflake as a Native App — deployed with one DDL command, billed through Snowflake Marketplace. Enterprise AtScale extends the same semantic layer to Databricks, BigQuery, Redshift, Synapse, and on-prem warehouses. One semantic foundation. No migration between editions.
Row- and column-level security. Full RBAC. Audit trails for every query. CI/CD-friendly composable semantic models through the AtScale Design Center. AtScale is built for the regulated enterprise — where a wrong number in a board deck has consequences and compliance teams need to see exactly who queried what.
Strategic Partnership
Snowflake Ventures led AtScale’s last strategic equity round in February 2026. The investment is an on-the-record statement that open, universal semantics is the right architecture for enterprise analytics and AI on Snowflake.
AtScale ships as a Snowflake Native App. Embedded inside Cortex, deployed from the Snowflake Marketplace, billed through Snowflake. When the customer’s stack grows beyond Snowflake, Enterprise AtScale carries the same semantic definitions, unchanged, to every other tool.
“As organizations continue to centralize data in Snowflake, partnering with AtScale helps our joint customers maintain consistent business logic and semantic definitions throughout their analytics and AI workflows, delivering performance and enhanced accuracy at scale.”
“Natural language to our semantic layer is by far the most reliable and the best foundation for enterprise AI.”
Fidelity. Nike. The Home Depot. Three Snowflake customers that chose AtScale to govern their semantics.
Governing financial analytics and reporting semantics across Snowflake and downstream BI tools.
Consistent metric definitions for global retail analytics across Snowflake, Power BI, and Tableau.
AtScale named the foundation for enterprise AI strategy on Snowflake — natural language to semantic layer.
