As GPU costs and data sovereignty requirements push more workloads back on-premises, Teradata has announced an integrated hardware-software appliance built on Dell Technologies infrastructure. The Teradata Factory extends the company's Autonomous Knowledge Platform to private cloud environments, combining enterprise data warehouse, lakehouse, and AI Studio into a pre-engineered system expected in Q3 2026.
The architecture addresses a specific frustration at large enterprises: the gap between where AI models run and where critical data lives. Most organisations keep sensitive data in tightly governed on-premises systems, then move it to public cloud for AI processing — incurring both cost and compliance risk in the transfer. Teradata's approach is to deliver the AI tools to where the data already sits, running EDW, Lakehouse, and large-model inference on the same system under a single management plane.
The integration with Dell AI Factory and Dell AI Data Platform handles the underlying data management layer, ensuring enterprise data is curated, governed, and accessible for AI workloads without requiring separate integration work. CPU and GPU support is built in, and a modular expansion model uses a unified Ethernet fabric for compute, storage, and networking.
The platform also includes Tera, a set of pre-built AI agents that autonomously manage infrastructure: monitoring compute, optimising query execution, and controlling cloud and on-premises spend. A workload management layer keeps mission-critical analytics isolated from experimental AI tasks.
Open format support covers Apache Iceberg, Delta Lake, and S3-compatible object storage, and the platform connects to the existing Teradata cloud footprint via the Connected Data Foundation.
"The data platform and the AI platform are converging - yet most enterprises are still running AI far from their most critical data. The Teradata Factory brings EDW reliability, Lakehouse flexibility, and AI horsepower together in a single on-premises system - so enterprises get the full performance of the Teradata Autonomous Knowledge Platform wherever their data, regulations, and agents require," said Sumeet Arora, Chief Product Officer at Teradata.
The Teradata Factory is expected to be available in Q3 2026.
