>1M updates/sec
Data products stay fresh even at millions of updates per second across terabytes of data
Live, composable data products from SQL
Turn your data sources into data building blocks for applications and agents. Define once, use everywhere.
Defining data products
A semantic foundation
Data products are well-defined representations of key business data, such as customer profiles, risk scores, or inventory levels. With Materialize, you can create live data products just using SQL, giving apps and agents instant access to fresh data.
Live
Data products update continuously as source data changes, staying fresh without batch processes or manual updates.
Composable
Strong consistency guarantees keep data products in sync, so you can safely combine and build upon them.
Shared
Each data product is defined once, computed once, and shared everywhere - reducing costs and removing duplication.
Creating data products
Define once, use everywhere
Create governed data products that are well-documented and controlled. Define with SQL, secure with access controls, and publish with metadata and ownership.
Use PostgreSQL-compatible SQL to define data products from any connected databases, streams, or services.
Set role-based access controls to govern access, protect sensitive data, and ensure compliance.
Add names, comments, version information, and ownership details so teams and agents can discover and use the right data products.
Using data products
From AI agents to dashboards
Discover and reuse data products across your stack. Query them over SQL or MCP, or push updates automatically to downstream systems.
Applications can query data products over a standard PostgreSQL connection, getting fresh results in milliseconds.
Agents automatically discover data products through the Model Context Protocol, getting the data they need without custom integration.
As data products update, push changes to warehouses and message queues to keep all systems in sync.
Running data products
Built for speed and scale
Run data products at scale with consistent performance. Serve and query data with single-digit second freshness — even at millions of updates per second.
Seconds to update
Data products reflect changes from source systems within seconds, not hours or days
<10ms to query
Data products are live and computed ahead of time, so are instantly queryable
Build faster with your existing team
Accelerate your team and roadmap with live, composable data products. Define them once in SQL, then use them across your organization for AI agents, data-intensive UIs, and event-driven architectures.
Get started
See Materialize in action
Talk to our team or get started for free.