Infobright

Infobright was a Canadian database software company founded in 2005 to commercialize column-oriented relational database technology aimed particularly at the analysis of machine-generated data. Its technology originated from work developed within the Royal Bank of Canada and was subsequently financed by Flybridge Capital Partners and Information Venture Partners. The company positioned its database as an alternative to conventional row-oriented systems for large analytical workloads in which users needed to scan, compress, and query substantial volumes of event, log, and other machine-produced information. The principal technology was Infobright Enterprise Edition, a database platform integrated with MySQL and designed to support analytical deployments involving MySQL and PostgreSQL environments. Rather than relying primarily on conventional indexes, Infobright organized information into column-specific data packs and maintained compact metadata about their contents and relationships in a structure called the Knowledge Grid. Its query engine could use this metadata, together with rough-set and granular-computing techniques, to identify which data packs required decompression and processing. The approach was intended to reduce storage requirements and accelerate scans across large datasets. The company described average compression ratios of approximately 20:1 for its data packs. Infobright launched an open-source version of its columnar database in September 2008 and established a community site at the same time. The open-source community edition helped expose the technology to database developers and data-intensive users, while the company also pursued commercial and OEM relationships. In 2009, Infobright received recognition as MySQL's Partner of the Year and was named a Gartner Cool Vendor in Data Management and Integration. It also obtained certification for use with Sun's Unified Storage product line. The company developed and received six patents relating to areas including data compression, query optimization, and data organization. In July 2016, Infobright formally moved away from its open-source community-edition model and concentrated on OEM and direct-customer markets. This marked a strategic shift toward commercial licensing, embedded use cases, and customer engagements rather than maintaining the community edition as a central route to market. Infobright and its assets, including intellectual property and source code, were acquired in 2017 by Security On-Demand Inc., a San Diego-based managed security services provider. Under that ownership, the technology was expanded for cybersecurity applications, especially the analysis of very large security and log datasets. Work increasingly emphasized Approximate Query techniques and machine learning for identifying anomalous or otherwise concealed activity in high-volume telemetry. The Infobright technology and team were later associated with AQ Technologies, a research and development organization established in Poland. The supplied historical account identifies the organization as being spun out under the name AQ Technologies S.P. Z o.o. in 2019, with headquarters in Warsaw. AQ Technologies focused on real-time analysis and detection of cybersecurity threats in massive log collections. Polish National Centre for Research and Development grants supported efforts to extend Approximate Query analysis from structured numeric data to alphanumeric and unstructured logs, and to apply artificial-intelligence methods to anomaly detection. In late 2025, AQ Technologies was described as having been rolled up as a wholly owned subsidiary of Knowledge Grid, LLC, a Salt Lake City AI company focused on security telemetry and autonomous analysis. Accordingly, Infobright is best treated as a historical database-software brand whose technology and related activities continued through successor organizations rather than as a currently independent operating company.

Infobright was established in Canada in 2005 as a commercial developer of column-oriented relational database software. Its technology emerged from development conducted within the Royal Bank of Canada and was funded by Flybridge Capital Partners and Information Venture Partners. The company concentrated on machine-generated data, an area characterized by high data volumes and analytical queries that can benefit from columnar storage and aggressive compression. The company's database architecture separated information into column-specific data packs. Data was grouped into packs containing 216 rows, with corresponding values for each column kept aligned across the packs. Each pack could be compressed independently, with the company reporting average compression of about 20:1. A metadata layer called the Knowledge Grid stored compact information about data-pack contents and relationships. Instead of depending exclusively on traditional indexes, the query optimizer used Knowledge Grid metadata, rough-set concepts, and granular-computing techniques to determine which packs should be examined and decompressed for a query. Infobright launched an open-source edition of its database in September 2008 and created a community site to support adoption. Its commercial offering, Infobright Enterprise Edition, was integrated with MySQL and was designed to support MySQL and PostgreSQL analytical environments. In 2009, the company received MySQL's Partner of the Year recognition, was listed by Gartner as a Cool Vendor in Data Management and Integration, and was certified for Sun's Unified Storage product line. Infobright also developed six awarded patents involving data compression, query optimization, and data organization. In July 2016, the company changed direction by moving away from its open-source community edition and emphasizing OEM and direct-customer markets. In 2017, Security On-Demand acquired Infobright, including its intellectual property and source code. Security On-Demand invested in extending the technology for managed-security and cyber-threat-detection workloads. The work incorporated Approximate Query methods and machine learning to process very large collections of security data and identify anomalies. In 2019, the business and technology were associated with AQ Technologies S.P. Z o.o., an independent research and development organization headquartered in Warsaw, Poland. AQ Technologies focused on real-time analysis of cybersecurity logs and on detecting threats in massive datasets. Funding from Poland's National Centre for Research and Development supported the extension of Approximate Query analysis from structured numeric records to alphanumeric and unstructured log data. A later grant supported artificial-intelligence approaches for finding anomalies and hidden attackers in such data. The supplied reference material states that AQ Technologies became a wholly owned subsidiary of Knowledge Grid in late 2025. Infobright therefore survives primarily as a historical technology and product identity within a succession of database, cybersecurity, and AI-related activities.

• 2025

  AQ Technologies joins Knowledge Grid

  [3]Knowledge Gridknowledgegrid.com

  AQ Technologies is described as becoming a wholly owned subsidiary of Knowledge Grid.

• 2020

  AI anomaly-detection research expands

  [2]National Centre for Research and Developmentarchiwum.ncbr.gov.pl

  AQ Technologies receives further Polish research support for detecting anomalies in unstructured data with artificial-intelligence techniques.

• 2019

  AQ Technologies is established

  [1]Infobrighten.wikipedia.org

  The technology and associated organization continue through AQ Technologies in Warsaw, with a cybersecurity research and development focus.

• 2017

  Assets acquired by Security On-Demand

  [1]Infobrighten.wikipedia.org

  Security On-Demand acquires Infobright's assets, including its intellectual property and source code.

• 2016

  Commercial strategy shifts away from community edition

  [1]Infobrighten.wikipedia.org

  Infobright formally transitions away from its open-source community edition and focuses on OEM and direct-customer markets.

• 2009

  Industry recognition and storage certification

  [1]Infobrighten.wikipedia.org

  Infobright receives MySQL Partner of the Year recognition, is named a Gartner Cool Vendor, and is certified for Sun's Unified Storage product line.

• 2008

  Open-source database edition launches

  [1]Infobrighten.wikipedia.org

  The company releases an open-source version of its columnar database and launches a community site.

• 2005

  Infobright is founded

  [1]Infobrighten.wikipedia.org

  Infobright is established as a Canadian commercial developer of column-oriented relational database software.

A high-compression, column-oriented analytical database platform for large volumes of machine-generated data, later adapted for cybersecurity telemetry, log analysis, approximate querying, and anomaly detection.

• Analytical column-oriented database

  Infobright Enterprise Edition

  Infobright Enterprise Edition was the company's principal commercial database product. It combined integration with MySQL-compatible environments with a proprietary column-oriented storage and query-optimization layer. Data was organized into compressed packs by column, allowing analytical queries to scan relevant portions of large datasets without processing every stored value. The product was designed for machine-generated and other high-volume analytical workloads and was also described as supporting PostgreSQL and MySQL environments.

• Open-source analytical database · 2008

  Infobright Community Edition

  The Community Edition was the open-source version of Infobright's columnar database. Launched in September 2008 alongside a community site, it provided a route for developers and data-intensive users to evaluate and deploy the technology. Infobright later moved away from this edition as a central commercial strategy, formally prioritizing OEM and direct-customer markets in 2016.

• Database metadata and query-optimization layer

  Database Knowledge Grid

  The Knowledge Grid was a metadata layer within Infobright's architecture. It stored compact information about the contents and relationships of compressed data packs, helping the optimizer decide which portions of a dataset were relevant to a query. This design reduced reliance on conventional indexing and worked with rough-set and granular-computing techniques to narrow execution to appropriate data packs.

• 2019

  Spinout into AQ TechnologiesStrategy

  Background

  Following Security On-Demand's ownership of the assets, the technology and associated team continued development beyond the original Infobright corporate identity.

  Action taken

  The organization was spun out as AQ Technologies in Warsaw, Poland, with a research and development mission centered on real-time cybersecurity log analysis.

  Aftermath

  Development expanded toward unstructured data, artificial-intelligence methods, and the detection of hidden anomalies in massive security datasets.

  Source

• 2017

  Acquisition by Security On-DemandM&A

  Background

  Infobright owned columnar database intellectual property and source code applicable to high-volume data analysis.

  Action taken

  Security On-Demand acquired Infobright and its assets and invested in adapting the technology for cybersecurity detection and large-scale log analysis.

  Aftermath

  The technology's subsequent direction emphasized Approximate Query methods, machine learning, security telemetry, and anomaly detection rather than a standalone general-purpose database brand.

  Source

• 2016

  Shift from open-source community distribution to commercial channelsStrategy

  Background

  Infobright had previously used its open-source Community Edition and community site to broaden awareness and adoption of its columnar database.

  Action taken

  The company formally transitioned away from the Community Edition and concentrated on OEM relationships and direct customers.

  Aftermath

  The change positioned Infobright more narrowly around commercial licensing and embedded or directly sold deployments before the company's assets were acquired in 2017.

  Source

1. 1Infobrighten.wikipedia.org
2. 2National Centre for Research and Developmentarchiwum.ncbr.gov.pl
3. 3Knowledge Gridknowledgegrid.com