Data management strategies
Data is a corporate asset that helps make more-informed business decisions, improve marketing campaigns, optimize business operations and reduce costs. Learn data management strategies to ensure IT systems run business applications and provide analytical information that drives decision-making and strategic planning by corporate executives, business managers and end users.
Top Stories
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Tip
11 Oct 2024
9 metadata management standards examples that guide success
Organizations looking to implement metadata management can choose from existing standards that support archiving, sciences, finance and other kinds of digital resources. Continue Reading
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Feature
09 Oct 2024
Snowflake the engine for fintech firm's AI transformation
Specialist TS Imagine is using the data platform vendor's Cortex capabilities to extract value from unstructured data and become more efficient by automating processes. Continue Reading
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News
09 Oct 2024
Alation launches AI governance suite to meet rising need
With interest in generative AI increasing, the vendor's new suite aims to help enterprises both mitigate risks as well as confidently use new applications. Continue Reading
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News
08 Oct 2024
Databricks Apps a toolkit that simplifies AI development
Features including native integrations with development platforms and automatic provisioning of serverless compute enable customers to more easily develop and deploy applications. Continue Reading
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Tip
07 Oct 2024
Top 5 metadata management best practices
Organizations must craft a strategy, assemble a team and adopt standards to develop a strong metadata management strategy and ensure data accuracy, consistency and quality. Continue Reading
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News
07 Oct 2024
Monte Carlo aids data observability with root cause analysis
The vendor's new capabilities are designed to enable Databricks and GitLab users to quickly discover and resolve the underlying causes of data quality problems. Continue Reading
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News
03 Oct 2024
SingleStore's BryteFlow acquisition targets data integration
The data platform vendor's purchase adds full change data capture capabilities and is aimed at improving data ingestion and integration from applications and databases. Continue Reading
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Definition
27 Sep 2024
What is a records retention schedule?
A records retention schedule is a policy that defines how long paper and electronic content must be kept and provides disposal guidelines for how those items should be discarded. Continue Reading
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News
26 Sep 2024
Cockroach Labs adds vector search, updates pricing options
The database vendor's new update includes an integration with pgvector that provides users with the vector search capabilities needed to feed RAG pipelines and develop GenAI tools. Continue Reading
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News
24 Sep 2024
New Grafana Labs features aim to simplify observability
The vendor's latest set of capabilities includes prebuilt applications and automated features aimed at making it easier to use observability tools to monitor data and IT processes. Continue Reading
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Definition
23 Sep 2024
What is linear regression?
Linear regression is a statistical technique that identifies the relationship between the mean value of one variable and the corresponding values of one or more other variables. Continue Reading
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Tip
20 Sep 2024
Metadata management tools: 9 top options to fulfill key needs
Metadata management tools can range from comprehensive packages of many features to masters of a specific niche. Consider 9 of the top options to find which fits your needs best. Continue Reading
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Tip
20 Sep 2024
Increase backup efficiency with a data destruction policy
Data destruction policies are often rooted in security and storage capacity concerns, but reducing the overall amount of data can greatly improve the efficiency of backup jobs. Continue Reading
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News
18 Sep 2024
Fivetran targets data security by adding Hybrid Deployment
The vendor's new feature aims to aid organizations that deal with sensitive data by enabling them to manage pipelines from private clouds and on-premises environments. Continue Reading
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Definition
18 Sep 2024
What is corporate performance management (CPM)?
Corporate performance management (CPM) encompasses the processes and methodologies used to align an organization's strategies and goals to its plans and actions as a business. Continue Reading
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News
17 Sep 2024
Panzura unveils first offering after Moonwalk acquisition
After acquiring data management vendor Moonwalk in July, Panzura is debuting its next verse with the release of Panzura Symphony, a data orchestration service. Continue Reading
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News
17 Sep 2024
Confluent platform update targets developer choice, security
The vendor's latest follows its recent acquisition of WarpStream and adds new security features, along with support for the Table API to provide new options for Apache Flink users. Continue Reading
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Definition
12 Sep 2024
What is SPSS (Statistical Package for the Social Sciences)?
SPSS (Statistical Package for the Social Sciences), also known as IBM SPSS Statistics since 2009, is a user-friendly software package used for the analysis of statistical data and to make data-driven decisions. Continue Reading
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News
10 Sep 2024
Oracle keeps AI focus with database updates, new data lake
Updates to HeatWave and Database 23ai, along with the introduction of Intelligent Data Lake, are all aimed at better enabling customers to develop artificial intelligence tools. Continue Reading
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Feature
09 Sep 2024
Exploding interest in GenAI makes AI governance a necessity
With more employees of organizations now using artificial intelligence tools to inform business decisions, guidelines that ensure their safe and secure use are critical. Continue Reading
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Tip
09 Sep 2024
6 dimensions of data quality boost data performance
Poor data quality can lead to costly mistakes and bad decision making. The six dimensions of data quality ensure accurate, complete, consistent, timely, valid and unique data. Continue Reading
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Tip
05 Sep 2024
How to make a metadata management framework
Don't wait until you have a metadata management problem to address the issue. Put a metadata management framework in place to prepare for potential issues. Continue Reading
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Definition
04 Sep 2024
What is ad hoc analysis?
Ad hoc analysis is a business intelligence (BI) process designed to answer a specific business question by using company data from various sources. Continue Reading
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News
04 Sep 2024
InfluxData targets performance, adds self-managed version
The time series database specialist's update addresses performance to better handle complex real-time workloads and includes a new option for on-premises and private cloud users. Continue Reading
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Feature
03 Sep 2024
GenAI demands greater emphasis on data quality
As GenAI explodes and enables enterprise decision-making at previously unseen speed and scale, accurate information to train models and applications becomes increasingly important. Continue Reading
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News
03 Sep 2024
Couchbase launches database tools to foster AI development
The vendor's new columnar capabilities and mobile-based vector search are aimed at helping customers access unstructured data to inform models and applications. Continue Reading
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News
28 Aug 2024
Cribl positions for IPO with $319M in latest funding round
The observability specialist's latest financing, along with strong recurring revenue and customer growth, helps set the vendor up to go public pending further financial milestones. Continue Reading
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News
27 Aug 2024
Pinecone launches serverless vector database on Azure, GCP
Serverless, first launched on AWS, is now available on all three major public clouds in a move aimed at enabling customers to control costs in the environment of their choice. Continue Reading
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News
26 Aug 2024
GenAI evolving, remains dominant data and analytics trend
As enterprise use of generative AI evolves from theory to practice, it remains the dominant development focus, with governance and real-time streaming playing complementary roles. Continue Reading
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News
22 Aug 2024
Collibra, Reltio integration targets discovery, governance
The new partnership aims to provide joint customers with complementary capabilities to help them better find relevant data for analysis and manage their data assets. Continue Reading
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Definition
21 Aug 2024
What is distributed computing?
Distributed computing is a model in which components of a software system are shared among multiple computers or nodes. Continue Reading
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News
16 Aug 2024
HPE acquires Morpheus Data, bolstering hybrid cloud offering
HPE is buying Morpheus Data, its second hybrid cloud management acquisition for GreenLake in less than two years following the purchase of OpsRamp. Continue Reading
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Definition
15 Aug 2024
What is a backpropagation algorithm?
A backpropagation algorithm, or backward propagation of errors, is an algorithm that's used to help train neural network models. Continue Reading
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Video
13 Aug 2024
An explanation of centralized vs. decentralized finance
DeFi and CeFi manage cryptocurrency transactions in different ways. Here's how. Continue Reading
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Tip
05 Aug 2024
10 top data discovery tools for insights and visualizations
Data discovery can use sampling, profiling, visualizations or data mining to extract insights from data. Choose from 10 of the top platforms in the market that best fit the user base. Continue Reading
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Definition
02 Aug 2024
What is a data flow diagram (DDF)?
A data flow diagram (DFD) is a graphical or visual representation that uses a standardized set of symbols and notations to describe a business's operations through data movement. Continue Reading
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News
01 Aug 2024
New Snowflake service enables secure AI, ML deployment
Snowpark Container Services aims to provide the vendor's users with a secure environment for deploying and managing models and applications without having to move their data. Continue Reading
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News
01 Aug 2024
Google Cloud's BigQuery gets AI injection, Looker to follow
The tech giant's latest analytics and data management moves include the general availability of Gemini in BigQuery and the imminent availability of Gemini in Looker. Continue Reading
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News
01 Aug 2024
New features make Google's Spanner a database for AI
The introduction of graph processing, vector search and full-text search optimize Spanner for developing and managing modern applications and models, including GenAI. Continue Reading
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News
31 Jul 2024
Astronomer adds DBT Core support to data orchestration suite
The vendor's latest Astro platform update integrates the open source transformation tool to help users better prepare information for analytics and AI models and applications. Continue Reading
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Definition
30 Jul 2024
What is data loss prevention (DLP)?
Data loss prevention (DLP) -- sometimes referred to as 'data leak prevention,' 'information loss prevention' or 'extrusion prevention' -- is a strategy to mitigate threats to critical data. Continue Reading
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Definition
29 Jul 2024
What is a validation set? How is it different from test, train data sets?
A validation set is a set of data used to train artificial intelligence (AI) with the goal of finding and optimizing the best model to solve a given problem. Continue Reading
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Definition
29 Jul 2024
What is denormalization and how does it work?
Denormalization is the process of adding precomputed redundant data to an otherwise normalized relational database to improve read performance. Continue Reading
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Tip
29 Jul 2024
First-party vs. third-party cookies: What's the difference?
First-party cookies track user engagement, while third-party cookies are central to many marketing and sales strategies. Yet the two types are more similar than one might think. Continue Reading
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Definition
26 Jul 2024
What is electronic data processing (EDP)?
Electronic data processing (EDP) refers to the gathering of data using electronic devices, such as computers, servers and internet of things (IoT) technologies. Continue Reading
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Definition
25 Jul 2024
What is data lifecycle?
A data lifecycle is the sequence of stages that a unit of data goes through from its initial generation or capture to its archiving or deletion at the end of its useful life. Continue Reading
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Definition
25 Jul 2024
What are data silos and what problems do they cause?
A data silo is a repository of data that's controlled by one department or business unit and isolated from the rest of an organization, much like grass and grain in a farm silo are closed off from outside elements. Continue Reading
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Definition
25 Jul 2024
What is data labeling?
Data labeling is the process of identifying and tagging data samples commonly used in the context of training machine learning (ML) models. Continue Reading
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Tip
24 Jul 2024
Cloud database comparison: AWS, Microsoft, Google and Oracle
Here's a look at the rival cloud database offerings from AWS, Google, Microsoft and Oracle based on their product breadth, migration capabilities and pricing models. Continue Reading
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Definition
24 Jul 2024
What is a data architect?
A data architect is an IT professional responsible for defining the policies, procedures, models and technologies used in collecting, organizing, storing and accessing company information. Continue Reading
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Feature
22 Jul 2024
IoT data management extends best practices to the edge
IoT devices generate and collect data from points all over the network. Organizations must apply general data management best practices to get the most value from IoT data. Continue Reading
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Tip
19 Jul 2024
Top 6 data fabric tools providers
Organizations that want a data fabric architecture should consider how six top vendors use their suite of tools to support a range of data management, automation and AI capabilities. Continue Reading
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Definition
17 Jul 2024
What is a vector database?
A vector database is a type of database technology that's used to store, manage and search vector embeddings, numerical representations of unstructured data that are also referred to simply as vectors. Continue Reading
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News
16 Jul 2024
Teradata integrates with DataRobot to aid AI development
The partnership provides the data management and analytics vendor's users with more choice so that they can develop advanced models and applications with their preferred tools. Continue Reading
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News
15 Jul 2024
AI readiness requires buy-in, technology and good governance
With interest in natural language processing, predictive analytics and other augmented intelligence rises, more than tooling is needed for enterprises to properly prepare. Continue Reading
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Feature
15 Jul 2024
Managing unstructured data to boost performance, lower costs
Is unmanaged, unstructured data clogging up your primary storage? Get control of this costly, performance-sapping situation and start managing unstructured data cost-effectively. Continue Reading
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Definition
12 Jul 2024
SSD caching
SSD caching, also known as 'flash caching' or 'flash memory caching,' is the temporary storage of frequently-accessed data on NAND flash memory chips in a solid-state drive (SSD) to improve the drive's input/output (I/O) performance and allow data requests to be met with improved speed. 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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Definition
11 Jul 2024
SSD TRIM
SSD TRIM is a command for the Advanced Technology Attachment (ATA) interface that enables an operating system (OS) to inform a NAND flash solid-state drive (SSD) which data blocks it can erase because they are no longer in use. 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
10 Jul 2024
data marketplace (data market)
A data marketplace, or data market, is an online store where people can buy data. Continue Reading
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Tip
09 Jul 2024
Top 10 customer data privacy best practices
To ensure customer data remains secure and inaccessible to bad actors, organizations should implement best practices such as frequent data audits and employee trainings. 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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Tip
02 Jul 2024
5 SharePoint migration challenges and how to overcome them
A move to SharePoint Online from a legacy system can help organizations modernize their ECM strategies. Yet, customizations and poor planning often hinder implementation. 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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Video
01 Jul 2024
An explanation of Worldcoin
The Worldcoin cryptocurrency uses iris scans to create unique digital identities. 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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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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Definition
14 Jun 2024
enterprise search
Enterprise search is a type of software that lets users find data spread across organizations' internal repositories, such as content management systems, knowledge bases and customer relationship management (CRM) systems. 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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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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13 Jun 2024
History and evolution of machine learning: A timeline
Machine learning's legacy dates from the early beginnings of neural networks to recent advancements in generative AI that democratize new and controversial ways to create content. 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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Definition
12 Jun 2024
data protection impact assessment (DPIA)
A data protection impact assessment (DPIA) is a process designed to help organizations determine how data processing systems, procedures or technologies affect individuals' privacy and eliminate any risks that might violate compliance. 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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Feature
11 Jun 2024
Qlik analytics suite helps cities combat climate change
The longtime BI and data integration vendor's tools enable C40 Cities, a climate leadership consortium of nearly 100 cities, to operationalize critical environmental data. 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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Feature
06 Jun 2024
Qlik meets user needs with realistic approach to generative AI
With trusted data as a foundation, the longtime analytics and data integration vendor has been pragmatic in its creation of an environment that enables generative AI development. 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
04 Jun 2024
What is data preparation? An in-depth guide
Data preparation is the process of gathering, combining, structuring and organizing data for use in business intelligence, analytics and data science applications, as explained in this guide. Continue Reading
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Definition
31 May 2024
graph database
A graph database, also referred to as a semantic database, is a software application designed to store, query and modify network graphs. Continue Reading
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Feature
30 May 2024
8 benefits of using big data for businesses
Big data is a great resource for driving smart business decisions and changes. Here are eight ways that the use of big data is improving how business gets done. Continue Reading
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Definition
28 May 2024
purchase intent
Purchase intent is the probability that a consumer will buy a product or service. 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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News
22 May 2024
Microsoft Fabric gets new generative AI tech, more openness
As the tech giant builds out its unified platform for data management and analytics, new tools address ease-of-use with AI and data unification with integrations. 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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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
Startup partnerships at MIT Sloan event rev sales channels
Early-stage companies featured at MIT Sloan's annual CIO event tap partners to speed up technology deployment and broaden their offerings and distribution channels. 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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News
10 May 2024
Data startups at MIT Sloan CIO event aim to fill tech gaps
Cleanlab, The Modern Data Company and Pyte seek to address data quality issues, metadata management and the perils of multiparty data collaboration, respectively. 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