Category
AI data warehouse software: what they are and who makes them
independent analytics platforms, platforms with question and semantic layers, hyperscaler warehouses, specialist engines: Snowflake, Databricks SQL, Dremio through ClickHouse Cloud.
Types of AI data warehouse software
Independent analytics platforms
Snowflake and Teradata VantageCloud come from vendors whose main product is the data platform itself, not a cloud account. Both name AI services on their own sites, Snowflake in Cortex and Teradata in AI Studio and agents. They suit companies that do not want the warehouse bought as part of a hyperscaler contract.
Platforms with question and semantic layers
Databricks SQL and Dremio put the AI layer on how people ask questions and define terms. Databricks adds Genie and an ai_query() function for calling models from SQL, and Dremio adds an AI Agent and an AI Semantic Layer. They fit teams that want analysts and agents working from shared definitions.
Hyperscaler warehouses
Google BigQuery, Microsoft Fabric and Amazon Redshift come from the large cloud vendors and tie into their cloud accounts, billing and identity. Each pairs the warehouse with an assistant or a machine learning service. They suit companies that already run most workloads in that cloud.
Specialist engines
Exasol is an analytics database from a smaller vendor, with a free personal edition and AI features aimed at unstructured text and agents, including an MCP Server. It suits individual analysts and small teams that want to test an engine before talking to sales.
Facts at a glance
| Tool | Publisher | Based in | Access |
|---|---|---|---|
| Snowflake | Snowflake Inc. | Not stated on the vendor pages checked | Paid |
| Databricks SQL | Databricks, Inc. | Not stated on the vendor pages checked | Trial |
| Dremio | Dremio | Not stated on the vendor pages checked | Trial |
| Google BigQuery | Not stated on the vendor pages checked | Free tier | |
| Microsoft Fabric | Microsoft | Not stated on the vendor pages checked | Trial |
| Amazon Redshift | Amazon Web Services | Not stated on the vendor pages checked | Trial |
| Teradata VantageCloud | Teradata | Not stated on the vendor pages checked | Paid |
| Exasol | Exasol AG | Not stated on the vendor pages checked | Free tier |
| MotherDuck | MotherDuck Corporation | United States | Free tier |
| ClickHouse Cloud | ClickHouse (company name as shown on the vendor pages; legal entity not stated on the opened pages) | Not stated on the vendor pages | Trial |
