Move heavy queries off your database

Move beyond slow queries and database overload. Offload heavy queries to live views that you can query in milliseconds.

Challenge

Slow applications and high load

Your applications and dashboards query operational databases for fresh data. But as usage and data volumes grow, these queries take longer to run, slowing response times and risking database overload.

Slow Queries

Joining and transforming large datasets takes minutes.


High Load

More applications and more users mean queries run constantly.


Downtime Risk

Databases can't keep up, leading to timeouts and downtime.


SOLUTION

Query Offload

The Query Offload pattern offloads heavy queries from your database to Materialize. Integrate your data sources, model queries as live views, and get instant access to fresh results.

Integrate data from your operational databases over change data capture to keep Materialize in sync.

PERFORMANCE

Single-digit millisecond response times

Run complex queries over fresh data with consistent low latency. Unlike stale caching layers or slow batch processes, Materialize delivers fresh results in milliseconds.

Delphi achieved a 120× reduction in page load times for their Studio dashboard, dropping from over two minutes to under a second.

View customer success story
Key Capabilities

Built for speed and simplicity

Fast queries over fresh data - with the team and tools you already have.


Integrate data from PostgreSQL, MySQL, SQL Server, and other databases.

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Explore Materialize

Learn more about Materialize, architectural patterns and use cases.