KDB-X: The Next-Gen of kdb+

End analytics complexity with a unified platform where time-series, vector, and AI converge—and data, models, and logic move as one.

Try KDB-X

Unify Your Data Stack. Empower Everyone.

Built on the industry-leading kdb+, KDB‑X delivers high-performance analytics for time‑series and vector data in a single, developer‑first platform. Convert raw data from open formats like Parquet into real-time action without the complexity of fragmented stacks and leverage new features like MCP server to give everyone the ability to query kdb+ data across your organization.

Build Without Limits

Ship faster with one unified runtime for streaming, historical, and vector workloads. With native Python and SQL, give access to more developers so your q specialists can focus on the most intense projects.

Open Ecosystem

Integrate high velocity kdb data alongside cold datasets with native Parquet, object storage, and lakehouse compatibility, reuse components across workflows, and avoid vendor lock-in — without the ETL bottleneck.

High-Performance Data Engine

The world’s largest banks run their most critical workloads on kbd for over 30 years. Now, with GPU acceleration, compress overnight jobs into minutes and transform static research workflows into real-time decision engines.

Speed & Scale For AI Workloads

Turn your existing data estate into an AI-ready platform with Dual Mode, MCP-powered natural language access, and NVIDIA-validated blueprints, so your agents and analysts can query the same trusted data without q expertise.

Build The Ultimate Real-Time Stack

Single System Dual Modal Database
Eliminate silos, unify time-series and vector data for low-latent, high-performing real-time analytics and AI solutions.

Open Data Format, Cross-Asset Reach
Natively query Parquet, ensuring massive columnar data flows across silos and asset classes with ease.

Answers from all your data
Blend structured, unstructured, and streaming so AI and humans get instant, full-context answers.

Powered by kdb+
Built on the columnar, cache-efficient kdb+, which has delivered low-latent time-series analytics in the most demanding environments for over 30 years.

KDB-X HERO

Modern. Modular. Ready For AI.

Features of KDB-X

ParquetNative
Parquet

Work with Parquet as a first-class format in KDB-X, with support for direct querying, partitioning, and object store access.
 

AI
Libraries

Perform fuzzy, hybrid, and advanced time-series search using built-in algorithms for flexible, high-accuracy data matching.

Transform dataModule
Management

Language-level integration for modules with enhanced namespacing, dependencies, and packaging to simplify development and encourage reuse.

Expanded
Libraries

Carefully curated community and KX modules for integrations with security protocols, monitoring tools, and third-party interoperability.

GPU
Acceleration

Speed up compute-heavy operations such as as-of joins, matrix multiplication, and vector similarity search. Learn about KDB-X GPU Acceleration.

Process & Data
Management

Manage q processes, setup multi-root DBs, and utilize inter-process communication with new system-level enhancements.

Query in real-timeAgentic
& MCP

Utilize an MCP Server to enable agents and language models to interact with KDB-X via structured prompts, query execution, and schema access.

Developer
Tooling

Debug, profile, and validate q code with integrated tools designed to speed up iteration and improve code quality.

See our documentation site for continuous roadmap updates.

KDB X LOGO

Build Real-Time Solutions That Handle Real-Time Data

Tap into the speed and efficiency of kdb technology and build high-performing production-ready applications for free with KDB-X.

Designed to enhance developer productivity with tools and multi-language support, the modular architecture and open ecosystem integrate kdb data with modern datasets.

The unified platform is built on the trusted performance of kdb and provides the critical infrastructure to build next-gen AI solutions with dual-mode analytics, MCP, built-in AI-Libraries, and GPU acceleration

Learn More About KDB-X GPU Acceleration

Get Started With KDB-X Community Edition

Python API Yes
AI Library Yes
Highly Efficient Time Series Database Yes
RAM 16 GiB
TLS Supported
Number of Connections 8
Computer License Restriction Limited – Community Only
Environments Supported On-Prem, Cloud
License Usages Availability Personal or Commercial Usage
Try KDB-X For Free Today

 

KDB X LOGO

Start for free and deploy applications built for performance

Run Directly On The CPU For The Lowest Possible Latency.

Powered by kdb+, designed for the modern AI era, and trusted by Capital Market leaders, start building high-performing, commercially unrestricted apps today. 

In the latest benchmarks, KDB-X outperformed competitors using 1.5% of available CPU threads and 8% of system memory.

Firms can scale from intraday tick data to multi-year historical analysis without compromise, giving quant desks, execution teams, and risk functions faster time-to-insight without scaling their infrastructure bill.

34x

faster for average
query speed

1,100x

faster for peak
query speed

91%

of benchmark
scenarios won

100x

Speed up for backtesting of 392M bars across 66 instruments from 2 weeks to 2 mins

5-8x

Faster EOD processing with a reduction from 6 hr to less than 1 hr (including temporal joins & aggregations)

15-20x

Speed up portfolio VaR intraday risk monitoring under 20 mins

40-60%

TCO reduction per workload cluster at higher throughput

Harness GPU Power To Run More, Risk Less, Decide Faster.

KDB-X GPU Acceleration offloads the most compute-intensive capital markets workloads — large sorts, joins, aggregations, and simulations — directly to NVIDIA GPUs, delivering 10×–20× performance improvements without changing how your team works.

Jobs that once ran overnight complete in minutes, making intraday VaR refreshes, deeper backtests, and faster end-of-day closes a practical reality — not a hardware upgrade project.

Learn More About GPU Acceleration

Build Next-Gen Infrastructure That Fits Your Needs

One platform for every workload — priced on what you actually use. KDB-X brings together time-series analytics, vector search, and AI-ready infrastructure in a single engine. No separate databases, no integration tax, no surprises.

KDB-X Pricing/GiB

Move the slider to see our KDB-X pricing options.

FREE up to 32 GiB

0
16
32
64
128

Next-Gen Trading Solutions Are Developed on KDB-X

End-to-end TCA on Parquet

  • Compute full execution analytics—arrival/implementation shortfall, VWAP/participation slippage, venue/broker/algo-wheel performance—directly on Parquet/Iceberg with native q/SQL (no closed TCA black boxes).
  • Enrich hot in-memory order/trade tables with SIP/direct TAQ, OPRA options, L2 order-book and futures/FX ticks plus reference data & corporate actions; push down partitions and run governed as-of/point-in-time joins, persisting only what you need.
  • For buy-side execution teams, sell-side algo desks, and quant researchers: faster best-ex reviews and backtests, lower pipeline/storage duplication, and consistent governance with quicker time-to-insight.

 KDB-X: The Developer-First Platform

Get Started Faster Than Ever

Paste your license key into a one-line install script for macOS, Linux, or Windows via WSL, and you’re up with the q REPL immediately—no extra tooling required. Optional Python support is a single pip install, and there are offline installers if you can’t reach the internet.

Bash
curl -sLO https://portal.dl.kx.com/assets/raw/kdb-x/install_kdb/~latest~/install_kdb.sh && bash install_kdb.sh --b64lic <Your Key>

Explore Why Capital Markets Choose KDB-X

Demo the world’s fastest database for vector, time-series, and real-time analytics

Start your journey to becoming an AI-first enterprise with 100x* more performant data and MLOps pipelines.

  • Process data at unmatched speed and scale
  • Build high-performance data-driven applications
  • Turbocharge analytics tools in the cloud, on premise, or at the edge

*Based on time-series queries running in real-world use cases on customer environments.

Book a demo with an expert

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