Experience Database
Like Never Before¶
performance on analytical workloads through columnar storage and SIMD vectorization - all while writing beautiful, Pythonic code.
Zero Overhead
Performance is on par with native RayforceDB. Direct C API integration minimizes latency between Python and the runtime engine.
Performance
Delivers blazingly-fast query execution through columnar storage and SIMD vectorization. Designed for analytical workloads with consistent sub-millisecond latency.
Ecosystem
RayforceDB provides a wide range of ways to operate on and introspect data. Support spans multiple languages and in-house tools, enabling the development of high-performance solutions.
Pythonic Syntax
Chainable query syntax that feels natural. Write expressive data transformations with zero learning curve.
Plugin Ecosystem
Multiple embedded plugins are available, including Parquet, Pandas, Polars, and KDB+, with ongoing expansion.
WebSocket and TCP Servers
Execute queries over WebSocket and TCP connections with low latency. Deploy servers, organize data in a distributed manner, and build distributed data processing applications.
Rayforce-Py in your browser
No installation required. Complete Python and WASM runtime embedded directly into your browser.
Get started in seconds
Rayforce-Py is open source under MIT license. Install, import, and run your first query today!
Get Started