Data Management
Top Stories
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Opinion
31 Jul 2026
AI value comes from continuous learning, not automation
The companies pulling ahead in AI aren't doing it by deploying more tools. Rather, they're building the data foundations that make intelligence reusable, scalable and reliable. Continue Reading
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Tip
31 Jul 2026
Integrate structured and unstructured data for better AI outputs
For AI agents to give the most accurate, informed responses, organizations must provide them with all the facts. Even those that are hidden in an old email or customer claim. Continue Reading
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News
17 Jul 2024
Qlik launches Talend Cloud, aims to ensure data is trusted
The longtime BI vendor's new integration platform aims to deliver trust in the information users work with to inform analytics and AI models and applications. Continue Reading
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Tip
12 Jul 2024
7 data modeling techniques and concepts for business
Three types of data models and various data modeling techniques are available to data management teams to help convert data into valuable business information. Continue Reading
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News
11 Jul 2024
Oracle's new Exadata architecture targets efficiency, cost
With Exascale, the tech giant aims to improve the efficiency of its relational database platform to handle GenAI workloads while dramatically reducing costs with new pricing. Continue Reading
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Tip
11 Jul 2024
How GenAI-created synthetic data improves augmentation
Synthetic data can enhance the performance and capabilities of data augmentation techniques. Navigate the challenges generative AI models present to reap the benefits. Continue Reading
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News
11 Jul 2024
Data quality specialist Soda secures $14M to fuel expansion
The Europe-based vendor intends to use its latest funding to shift its growth focus to the U.S. while also continuing to invest in its AI-fueled observability platform. Continue Reading
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News
10 Jul 2024
Graph technology helps battle election misinformation
Backed by a grant from Neo4j, including free use of its platform, Syracuse University is exposing coordinated networks that spread election misinformation on social media. Continue Reading
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Definition
05 Jul 2024
What is master data management (MDM)?
Master data management (MDM) is a process that creates a uniform set of data on customers, products, suppliers and other business entities from different IT systems. Continue Reading
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News
02 Jul 2024
Databricks launches generative AI tools, including assistant
The vendor's assistant and automatically generated metadata descriptions together enable users to work with data using natural language and receive accurate outputs in response. Continue Reading
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Definition
02 Jul 2024
data structure
A data structure is a specialized format for organizing, processing, retrieving and storing data. Continue Reading
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News
26 Jun 2024
SingleStore adds Iceberg integration, improved vector search
The data platform vendor's latest update targets GenAI development by enabling easier access to unstructured data, making searches more efficient and optimizing cloud consumption. Continue Reading
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News
26 Jun 2024
Oracle launches HeatWave GenAI to fuel AI development
The tech giant updated its database with new features aimed at simplifying model and application development cost-effectively, including in-database LLMs. Continue Reading
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Definition
25 Jun 2024
Open Database Connectivity (ODBC)
Open Database Connectivity (ODBC) is an open standard application programming interface (API) that allows application programmers to easily access data stored in a database. Continue Reading
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Tip
25 Jun 2024
Evaluating data quality requires clear and measurable KPIs
KPIs and metrics are necessary to measure the quality of data. Organizations can use the dimensions of data quality to establish metrics and KPIs for their specific needs. Continue Reading
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Definition
25 Jun 2024
database management system (DBMS)
A database management system (DBMS) is a software system for creating and managing databases. Continue Reading
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Definition
21 Jun 2024
relational database
A relational database is a type of database that organizes data points with defined relationships for easy access. Continue Reading
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News
20 Jun 2024
Actian goes to the edge with latest Zen database update
The data management and analytics vendor's embeddable database now includes streaming capabilities via support for Kafka and faster query times that enable decisions in real time. Continue Reading
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News
17 Jun 2024
Reltio targets trusted data with GenAI, prebuilt tools
The vendor's latest update adds new customer insight capabilities, including an AI assistant, and industry-specific tools all aimed at providing a trusted foundation for analysis. Continue Reading
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News
14 Jun 2024
Anomalo unveils quality monitoring for unstructured data
The data quality specialist's capabilities will enable customers to monitor unstructured text to ensure the health of data used to inform analytics and AI models and applications. Continue Reading
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Feature
14 Jun 2024
Graph database vs. relational database: Key differences
Graph databases offer plenty of advantages for enterprises, but relational databases still top the market. Both emphasize relationships between data, but how do they compare? Continue Reading
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Definition
14 Jun 2024
What is data architecture? A data management blueprint
Data architecture is a discipline that documents an organization's data assets, maps how data flows through IT systems and provides a blueprint for managing data, as this guide explains. Continue Reading
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Definition
12 Jun 2024
data mesh
Data mesh is a decentralized data management architecture for analytics and data science. Continue Reading
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Tip
12 Jun 2024
Multi-cloud databases: How to deploy and manage them
Deploying databases on different cloud platforms offers various benefits. Here's a set of 10 best practices for building a multi-cloud database architecture. Continue Reading
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News
12 Jun 2024
New Databricks tools target AI quality, cost and security
The vendor's latest features aim to help customers improve model accuracy by securely developing compound systems that include multiple language models and RAG pipelines. Continue Reading
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Tip
07 Jun 2024
Evaluate and choose from the top 10 data profiling tools
Any effective data quality process needs data profiling. Evaluate key criteria to select which of the top 10 data profiling tools best fits your needs. Continue Reading
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News
06 Jun 2024
Databricks $1B-plus Tabular acquisition adds Iceberg support
The lakehouse specialist's latest purchase adds support for Apache Iceberg to its existing support for Delta Lake and is also a direct confrontation of rival Snowflake. Continue Reading
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Answer
06 Jun 2024
Data lake governance: Benefits, challenges and getting started
A data lake that isn't well governed might become more of a swamp. Explore the key benefits and challenges of data governance in a data lake, plus initial steps to take. Continue Reading
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Definition
06 Jun 2024
RDBMS (relational database management system)
A relational database management system (RDBMS) is a collection of programs and capabilities that enable IT teams and others to create, update, administer and otherwise interact with a relational database. Continue Reading
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Definition
04 Jun 2024
data de-identification
Data de-identification is decoupling or masking data, to prevent certain data elements from being associated with the individual. Continue Reading
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Opinion
04 Jun 2024
Data readiness unlocks the potential of AI
AI models rely on data to function. Before implementing AI, make sure your data can support initiatives by evaluating its quality, accessibility, integration and governance. Continue Reading
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News
04 Jun 2024
Snowflake demonstrates shift to AI with newest features
After a slow start to building an environment for developing AI applications, the vendor unveils new features that show it is catching up to its peers. Continue Reading
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Definition
28 May 2024
database (DB)
A database is a collection of information that is organized so that it can be easily accessed, managed and updated. Continue Reading
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Definition
28 May 2024
What is data management and why is it important? Full guide
Data management is the process of ingesting, storing, organizing and maintaining the data created and collected by an organization, as explained in this in-depth guide. Continue Reading
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Tip
23 May 2024
Managing databases in a hybrid cloud: 10 key considerations
To manage hybrid cloud database environments, consider business and application goals, consistency, configuration management, synchronization, latency, security and stability. Continue Reading
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Tip
21 May 2024
10 best practices for managing data in microservices
Data architects managing loosely coupled microservices applications need to make the right decisions about databases, data ownership, sharing, consistency and failure recovery. Continue Reading
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News
21 May 2024
Informatica adds AI assistant, GenAI development interface
The longtime data management vendor's new capabilities simplify use of its platform, enabling nontechnical users to work with its tools and making experts more efficient. Continue Reading
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Definition
17 May 2024
hashing
Hashing is the process of transforming any given key or a string of characters into another value. Continue Reading
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News
15 May 2024
DBT Labs unveils AI assistant, more tools to transform data
The data transformation specialist's latest update includes new governance and metadata management capabilities as well as an AI-powered copilot for developer efficiency. Continue Reading
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News
13 May 2024
Alation adds automation to deal with exploding data volume
The data catalog specialist's Workflow Automation provides customers with bots and prebuilt workflows that aid data stewardship by automating repetitive data management tasks. Continue Reading
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Tip
10 May 2024
Data profiling vs. data mining: Why you need both
Data mining and data profiling have different roles. Using one without the other is not an option for data management operations that want quality data and usable insights. Continue Reading
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News
07 May 2024
Dremio adds text-to-SQL tool, new partnerships to fuel GenAI
The latest update from the data lakehouse specialist includes text-to-SQL translation capabilities and new partnerships that help create an ecosystem for GenAI development. Continue Reading
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Feature
02 May 2024
What is a data protection officer (DPO) and what do they do?
Today's DPO must juggle technical, legal and collaborative skills in the shadow of more sophisticated data breaches, tougher data privacy laws and generative AI deployments. Continue Reading
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News
02 May 2024
MongoDB launches tools for developing generative AI apps
The database vendor's new capabilities include Atlas Stream Processing to enable real-time model updates and Atlas Search Nodes to handle advanced analytics workloads. Continue Reading
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News
02 May 2024
Oracle adds vector search capabilities to database platform
The tech giant's update features capabilities aimed at enabling users to operationalize unstructured data as well as bring AI to their data to avoid duplication and isolation. Continue Reading
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Definition
01 May 2024
database administrator (DBA)
A database administrator (DBA) is the information technician responsible for directing and performing all activities related to maintaining and securing a successful database environment. Continue Reading
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News
30 Apr 2024
TigerGraph unveils GenAI assistant, introduces new CEO
Under the leadership of Hamid Azzawe, the graph database specialist's new copilot and platform update target new users beyond its historical base of academics and engineers. Continue Reading
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Tip
29 Apr 2024
The 5 components of a DataOps architecture
Reaping the benefits of DataOps requires good architecture. Use five core components to design a DataOps architecture that best fits organizational needs. Continue Reading
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Tip
26 Apr 2024
AI boosts efficiency in data management
AI can automate tasks across every aspect of the data management process, enabling data teams to focus on models, not labeling and graphing. Continue Reading
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News
24 Apr 2024
AtScale adds semantic layer support for AI, GenAI models
The vendor's new platform update centers around decision-making flexibility, collaboration and community, and includes a metadata hub along with support for advanced applications. Continue Reading
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Tip
22 Apr 2024
Open source vs. proprietary database management
Open source and commercial databases are alternative options to help streamline data management processes. Examine the pros and cons of each approach. Continue Reading
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Tip
19 Apr 2024
7 steps to create a data loss prevention policy
Data loss prevention is an ever-changing process of proactive and reactive protection and planning. Read on to learn how to set up a successful DLP policy. Continue Reading
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Definition
19 Apr 2024
Hadoop Distributed File System (HDFS)
The Hadoop Distributed File System (HDFS) is the primary data storage system Hadoop applications use. Continue Reading
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Definition
16 Apr 2024
query
A query is a question or a request for information expressed in a formal manner. Continue Reading
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Definition
15 Apr 2024
data classification
Data classification is the process of organizing data into categories that make it easy to retrieve, sort and store for future use. Continue Reading
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Definition
15 Apr 2024
columnar database
A columnar database (column-oriented) is a database management system (DBMS) that stores data on disk in columns instead of rows. Continue Reading
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Definition
10 Apr 2024
schema
In computer programming, a schema (pronounced SKEE-mah) is the organization or structure for a database, while in artificial intelligence (AI), a schema is a formal expression of an inference rule. Continue Reading
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News
10 Apr 2024
Collibra launches AI Governance, unveils GenAI capabilities
The vendor's AI Governance suite enables users to ensure the quality and security of AI models while new GenAI features let them automate data quality and governance. Continue Reading
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Definition
09 Apr 2024
spatial data
Spatial data is any type of data that directly or indirectly references a specific geographical area or location. Continue Reading
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News
04 Apr 2024
Coalesce raises $50M to expand data transformation platform
The startup's new funding is a vote of confidence from investors given how difficult it has been for technology vendors to secure financing over the past two years. Continue Reading
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News
04 Apr 2024
Aerospike raises $114M to fuel database innovation for GenAI
The vendor will use the funding to develop added vector search and storage capabilities as well as graph technology, both of which can be used to train generative AI models. Continue Reading
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Tip
03 Apr 2024
Vector vs. graph vs. relational database: Which to choose?
Vector databases enhance the use of generative AI. Organizations should consider how vector capabilities stack up vs. graph and relational databases before deciding which to use. Continue Reading
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Definition
02 Apr 2024
serverless database
A serverless database is a type of cloud database that is fully managed for an organization by a cloud service provider and runs on demand as needed to support applications. Continue Reading
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News
01 Apr 2024
Vector search and storage key to AWS' database strategy
The tech giant is prioritizing vector search and storage, adding the capabilities to its data storage tools so customers can use them with language models to build AI applications. Continue Reading
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Definition
29 Mar 2024
RFM analysis (recency, frequency, monetary)
RFM analysis is a marketing technique used to quantitatively rank and group customers based on the recency, frequency and monetary total of their recent transactions to identify the best customers and perform targeted marketing campaigns. Continue Reading
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Feature
26 Mar 2024
6 data privacy challenges and how to fix them
Fragmented data protection laws, technology disruptions, AI adoption, data governance and consumer trust are among the complex issues confronting businesses in need of remedies. Continue Reading
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Opinion
25 Mar 2024
Trusted data is the foundation of data-driven decisions, GenAI
Any organization that wants to drive decision-making with data or use generative AI won't succeed without understanding how to cultivate trusted data. Continue Reading
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Definition
21 Mar 2024
big data management
Big data management is the organization, administration and governance of large volumes of both structured and unstructured data. Continue Reading
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Definition
21 Mar 2024
big data
Big data is a combination of structured, semi-structured and unstructured data that organizations collect, analyze and mine for information and insights. Continue Reading
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Tip
21 Mar 2024
Use these 10 steps to successfully build your data culture
Building a data culture starts at the top level of any organization. These 10 steps can help guide leadership through the key aspects any data culture needs to succeed. Continue Reading
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News
19 Mar 2024
Confluent adds support for Apache Flink, unveils update
The streaming specialist has added a managed service for the popular open source compute layer so customers can use the tools of their choice to develop a data ecosystem. Continue Reading
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News
19 Mar 2024
Redpanda serverless streaming option targets cost control
The real-time data management specialist's new serverless platform enables customers to pay only for the compute power they use, which helps predict and manage spending. Continue Reading
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Definition
19 Mar 2024
data modeling
Data modeling is the process of creating a simplified visual diagram of a software system and the data elements it contains, using text and symbols to represent the data and how it flows. Continue Reading
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Tip
18 Mar 2024
On-premises vs. cloud data warehouses: Pros and cons
Data warehouses increasingly are being deployed in the cloud. But both on-premises and cloud data warehouses have pluses and minuses to consider, as explained here. Continue Reading
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Definition
15 Mar 2024
raw data (source data or atomic data)
Raw data is the data originally generated by a system, device or operation, and has not been processed or changed in any way. Continue Reading
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Definition
15 Mar 2024
data engineer
A data engineer is an IT professional whose primary job is to prepare data for analytical or operational uses. Continue Reading
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Tip
15 Mar 2024
Cloud DBA: How cloud changes database administrator's role
Cloud databases change the duties and responsibilities of database administrators. Here's how the job of a cloud DBA differs from what an on-premises one does. Continue Reading
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Definition
15 Mar 2024
flat file
A flat file is a collection of data stored in a two-dimensional database in which similar yet discrete strings of information are stored as records in a table. Continue Reading
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Definition
15 Mar 2024
Microsoft SQL Server
Microsoft SQL Server is a relational database management system (RDBMS) that supports a wide variety of transaction processing, business intelligence (BI) and data analytics applications in corporate IT environments. Continue Reading
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Tip
14 Mar 2024
Data management trends: GenAI, governance and lakehouses
The top data management trends of 2023 -- generative AI, data governance, observability and a shift toward data lakehouses -- are major factors for maximizing data value in 2024. Continue Reading
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Definition
12 Mar 2024
Oracle E-Business Suite
Oracle E-Business Suite is one of Oracle Corporation's major product lines. Oracle E-Business Suite applications run on top of the vendor's flagship Oracle Database software. Continue Reading
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Feature
11 Mar 2024
Should you run your database on premises or in the cloud?
Use of cloud databases is surging, but there are still reasons for on-premises ones. Here's a comparison of cloud and local database architectures to help you choose. Continue Reading
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News
11 Mar 2024
Alation platform update targets building a data culture
New business lineage and data discovery capabilities aimed at helping customers develop an enterprise-wide data culture are included in the data catalog specialist's latest update. Continue Reading
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News
05 Mar 2024
New Informatica governance suite automates data access
The vendor's new suite of AI-powered capabilities manage access to an enterprise's proprietary information to help ensure security and compliance while enabling analysis. Continue Reading
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Definition
04 Mar 2024
star schema
A star schema is a database organizational structure optimized for use in a data warehouse or business intelligence that uses a single large fact table to store transactional or measured data, and one or more smaller dimensional tables that store attributes about the data. Continue Reading
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News
29 Feb 2024
Couchbase unveils vector search that extends to the edge
The vendor's new capabilities will enable users to feed and train AI models, and through an embeddable version of its database extend to edge devices for real-time insight. Continue Reading
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News
29 Feb 2024
Collibra adds AI governance to data management platform
The data management vendor's new suite adds capabilities aimed at enabling enterprises to safely and securely use AI the same way data governance frameworks apply to data. Continue Reading
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News
28 Feb 2024
Alation broadens ecosystem with spate of new integrations
The data catalog specialist is adding integrations with Amazon DynamoDB, MongoDB and Apache Kafka -- among others -- to broaden the connectivity of its data ecosystem. Continue Reading
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Definition
26 Feb 2024
data warehouse as a service (DWaaS)
Data warehouse as a service (DWaaS) is an outsourcing model in which a cloud service provider configures and manages the hardware and software resources a data warehouse requires, and the customer provides the data and pays for the managed service. Continue Reading
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News
26 Feb 2024
Exasol gets jolt of AI with Espresso suite of capabilities
The analytics database vendor's trio of new AI capabilities, including the ability to pull in GenAI models, aims to improve the efficiency of decision-making. Continue Reading
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Definition
23 Feb 2024
What is data governance and why does it matter?
Data governance is the process of managing the availability, usability, integrity and security of the data in enterprise systems, based on internal standards and policies that also control data usage. Continue Reading
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News
13 Feb 2024
Alation launches benchmark tool to assess data maturity
The data catalog specialist's new tool examines four key criteria, including literacy and governance, in assessing an organization's business intelligence culture. Continue Reading
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Opinion
13 Feb 2024
Data management and governance key to successful AI use
AI's effectiveness is limited by data quality. Building strong data management and governance programs are crucial to handling the challenges that AI presents to organizations. Continue Reading
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Feature
08 Feb 2024
Effective integration key to creating trusted data
Pipelines and platforms capable of managing volume and combining information from disparate sources in real time are key to the agile decision-making needs of modern organizations. Continue Reading
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News
06 Feb 2024
New Acceldata co-pilot targets efficiency, broader use
The data observability specialist's new generative AI-powered capabilities are designed to help experts be more efficient as well as enable non-technical users to work with data. Continue Reading
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Opinion
02 Feb 2024
Real-time analytics, vector search accelerate time to insights
Real-time analytics and vector search capabilities reduce time to insights, enabling data-driven organizations to make faster decisions and generate value from their data. Continue Reading
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News
31 Jan 2024
Rockset targets cost control with latest database update
The real-time database specialist added new compute power optimization and workload autoscaling capabilities to help customers better control their cloud computing costs. Continue Reading
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Feature
26 Jan 2024
Rise of generative AI heightens need for data quality
Good information has always been key to fuel good decisions, but with LLMs prone to hallucinations, it's critical that the models be trained with intelligence that can be trusted. Continue Reading
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Definition
25 Jan 2024
Google Bigtable
Google Bigtable is a distributed, column-oriented data store created by Google Inc. to handle very large amounts of structured data associated with the company's Internet search and Web services operations. Continue Reading
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News
24 Jan 2024
SingleStore update adds new tools to fuel GenAI, analytics
The database vendor unveiled Pro Max, a rebranded version of its platform that includes new vector search and change data capture capabilities that enable AI and BI at scale. Continue Reading
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Feature
23 Jan 2024
Databricks lakehouse a key tool for champion Texas Rangers
The Rangers relied on the data management vendor's tools to develop metrics that led to key personnel and strategic decisions that helped Texas win its first World Series. Continue Reading
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News
18 Jan 2024
Ascend.io, DBT integration targets cost control, efficiency
The partnership aims to address the difficulty of efficiently and inexpensively deploying and managing data models developed in DBT by automating previously manual processes. Continue Reading