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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News
11 Dec 2024
Aerospike adds new vector search capabilities to database
With vector search a critical component of AI development, the vendor's latest vector search and storage capabilities target simplifying data discovery for training AI tools. Continue Reading
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News
10 Dec 2024
Acceldata unveils AI-powered data observability tools
The vendor's update includes features such as error detection with root cause analysis and schema reconciliation that use AI to automate finding and fixing data integrity problems. Continue Reading
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Feature
09 Dec 2024
Top 7 data preparation challenges and how to overcome them
Data preparation is a crucial but complex part of analytics applications. Don't let seven common challenges send your data prep processes off track. Continue Reading
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News
03 Dec 2024
AWS reimagines SageMaker as suite for data, analytics, AI
The service is now a unified platform featuring a data catalog, lakehouse and integrations with other AWS platforms. Continue Reading
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News
02 Dec 2024
Couchbase unveils suite of services for developing AI
The new services include access to LLMs and unstructured data transformation aimed at enabling customers to build AI tools. Continue Reading
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Feature
27 Nov 2024
6 data preparation best practices for analytics applications
Analytics applications need clean data to produce actionable insights. Six data preparation best practices can turn your messy data into high-quality fuel for analytics operations. Continue Reading
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News
26 Nov 2024
How to get data ready for AI development
Factors including a combination of commitment to data quality, proper technology and pertinent processes are key to preparing data for feeding models and applications. Continue Reading
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Definition
25 Nov 2024
3-2-1 backup strategy explained: Is it effective?
The 3-2-1 backup strategy is a time-tested data protection and recovery methodology for ensuring that data is protected adequately and up-to-date backup copies of the data are available when needed. Continue Reading
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Definition
19 Nov 2024
What are spreadsheets and how do they work?
A spreadsheet is a computer program that can capture, display and manipulate data arranged in rows and columns. Continue Reading
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Video
18 Nov 2024
Data engineers, data scientists and data analysts explained
Understanding the differences in the roles of data scientists, analysts and engineers can boost productivity and efficiency in a business. Continue Reading
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Definition
18 Nov 2024
What is data egress? How it works and how to manage costs
Data egress is when data leaves a closed or private network and is transferred to an external location. Continue Reading
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Feature
08 Nov 2024
Top data protection software platforms of 2025 for business
Data privacy laws, sophisticated cyberattacks and generative AI's infiltration make it imperative to invest in multifunctional data protection software, but what tools are tops? Continue Reading
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Opinion
06 Nov 2024
Vectorized data uses see resurgence with generative AI
Advancements in generative AI are driving renewed interest in vector databases. Organizations have also found new uses for the established technology. Continue Reading
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Feature
31 Oct 2024
Why data-driven operations must measure data culture
Many organizations know what data culture is, but measuring culture levels and identifying necessary improvements is another challenge. Continue Reading
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Definition
31 Oct 2024
What is dimensionality reduction?
Dimensionality reduction is a process and technique to reduce the number of dimensions -- or features -- in a data set. Continue Reading
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Definition
23 Oct 2024
What is SAP Data Services?
SAP Data Services is a data integration and transformation software application that enables organizations to capture more meaning and value from their structured and unstructured data. Continue Reading
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Definition
17 Oct 2024
What is information rights management (IRM)?
Information rights management (IRM) is a discipline that involves managing, controlling and securing content from unwanted access. Continue Reading
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Definition
17 Oct 2024
What is records management?
Records management is the supervision and administration of digital or paper records, regardless of format. Continue Reading
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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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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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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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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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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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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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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
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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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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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 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
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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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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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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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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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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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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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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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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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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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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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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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
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
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
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Tip
03 May 2024
Compare NoSQL database types in the cloud
NoSQL systems are increasingly common in the cloud. Read about the different types of NoSQL databases that are available from major cloud providers and other vendors. Continue Reading
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Tip
02 May 2024
Develop a backup KPI to improve performance
Key performance indicators help ensure that IT teams meet the needs of the business. A backup KPI demonstrates effective data protection to both customers and management. 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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Feature
01 May 2024
12 top open source databases to consider
Open source databases are viable alternatives to proprietary ones. Here's information on 12 open source and source available technologies for weighing database options. Continue Reading
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Definition
29 Apr 2024
data gravity
Data gravity is the ability of a body of data to attract applications, services and other data. 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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News
24 Apr 2024
Snowflake targets enterprise AI with launch of Arctic LLM
The data cloud vendor's open source LLM was designed to excel at business-specific tasks, such as generating code and following instructions, to enable enterprise-grade development. Continue Reading
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Definition
22 Apr 2024
data destruction
Data destruction is the process of destroying data stored on tapes, hard disks and other forms of electronic media so that it's completely unreadable and can't be accessed or used for unauthorized purposes. 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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Definition
19 Apr 2024
data processing
Data processing refers to essential operations executed on raw data to transform the information into a useful format or structure that provides valuable insights to a user or organization. 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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Tip
17 Apr 2024
8 data protection challenges and how to prevent them
Businesses contend with a combination of issues spawned by data overload, privacy regulations, access rights, cyberattacks, cloud environments, generative AI and human error. Continue Reading
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Definition
16 Apr 2024
What is a cloud database? An in-depth cloud DBMS guide
A cloud database is an organized and managed collection of data in an IT system that resides on a public, private or hybrid cloud computing platform. Continue Reading
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Tip
15 Apr 2024
Data protection vs. security vs. privacy: Key differences
Data protection, privacy and security might look alike but their differences can make or break a comprehensive compliance program to collect, manage, access, erase and secure data. Continue Reading
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Definition
15 Apr 2024
database as a service (DBaaS)
Database as a service (DBaaS) is a cloud computing managed service offering that provides access to a database without requiring the setup of physical hardware, the installation of software or the need to configure the database. 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