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
13 Feb 2025
Confluent, Databricks partner to simplify AI development
With a new integration, joint customers can more easily access real-time streaming data to develop, deploy and maintain trusted AI models and applications. Continue Reading
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News
12 Feb 2025
Snowflake's new Cortex Agents enables agentic AI development
The vendor's new managed service, now in preview, provides developers with an API for combining structured and unstructured data with LLMs to create agentic applications. Continue Reading
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News
12 Feb 2025
Ataccama adds data lineage to foster trust in AI, analytics
Given that the absence of trusted data hinders AI development, the vendor's new capabilities further its effort to provide users with the tools to ensure data can be trusted. Continue Reading
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Opinion
10 Feb 2025
Turning data into a strategic advantage
To transform data from a burden into an advantage, improve data management strategies, break down data silos, invest in analytics capabilities and build a data-driven culture. Continue Reading
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News
06 Feb 2025
Super Bowl teams show analytics gaining ground in NFL
As data-driven decision-making gains ground in pro football, both the Eagles and Chiefs have gained advantages from using advanced statistical analysis. Continue Reading
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News
06 Feb 2025
Databricks' acquisition of BladeBridge boosts data migration
The data and AI vendor's latest purchase adds AI-powered ETL capabilities aimed at making it easier for new customers to transport data from competing data storage platforms. Continue Reading
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News
05 Feb 2025
Latest Aerospike database update prioritizes performance
The vendor's latest platform update addresses performance at scale by adding multi-object ACID transactions to better support the needs of online transaction processing. Continue Reading
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News
27 Jan 2025
Trusted data at the core of successful GenAI adoption
A new study finds that only a third of organizations are successfully developing GenAI tools. The problem preventing success is the quality of the underlying information. Continue Reading
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Feature
27 Jan 2025
Top trends in big data for 2025 and beyond
Big data initiatives are being affected by various trends. Here are seven notable ones and what they mean for organizations aiming to take advantage of their data assets. Continue Reading
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Opinion
24 Jan 2025
The critical role of data in building an AI agent
Data quality, modern tooling and AI governance are key to building successful AI agents that meet user expectations, writes industry analyst Stephen Catanzano. Continue Reading
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News
23 Jan 2025
Pinecone provides Assistant for generative AI development
The vector database specialist is expanding beyond managing data with a suite of APIs and other tools that enable users to tap into their data to create chatbots and agents. Continue Reading
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Feature
23 Jan 2025
18 top data catalog software tools to consider using in 2025
Numerous tools can be used to build and manage data catalogs. Here's a look at the key features, capabilities and components of 18 prominent data catalog tools. Continue Reading
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Feature
22 Jan 2025
18 top big data tools and technologies to know about in 2025
Numerous tools are available to use in big data applications. Here's a look at 18 popular open source technologies, plus additional information on NoSQL databases. Continue Reading
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News
21 Jan 2025
TigerGraph launches Savanna to aid AI development
The latest evolution of the graph database specialist's platform aims to meet developers' data discovery and performance requirements as they build AI applications. Continue Reading
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Definition
16 Jan 2025
What is replatforming and how does it work?
Replatforming is the process of migrating an application or system from one platform to another. Continue Reading
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News
16 Jan 2025
Snowflake takes aim at lowering GenAI development costs
By integrating its recently developed SwiftKV capabilities with LLMs, the vendor aims to make models more efficient so that customers pay less as they develop generative AI tools. Continue Reading
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News
15 Jan 2025
ThoughtSpot adds data preparation with Analyst Studio launch
Long focused largely on analytics, the vendor's new data preparation environment marks a foray into data management so users can ready data for informing AI and BI tools. Continue Reading
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News
15 Jan 2025
DBT Labs acquires SDF Labs to boost data transformation
By adding SQL comprehension capabilities, users will be able to validate code as it's written, speeding the transformation process and potentially improving data quality. Continue Reading
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News
14 Jan 2025
Qlik's Upsolver acquisition ups streaming, Iceberg support
With Iceberg a popular foundation for data lakehouses and streaming data key to AI development, the vendor's latest acquisition aims to address growing AI needs for customers. Continue Reading
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News
09 Jan 2025
Oracle Exadata update boosts performance to meet AI needs
With database workloads growing due to the demands of AI development and real-time analytics, the tech giant's latest database infrastructure update focuses on efficiency. Continue Reading
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News
09 Jan 2025
Informatica natively integrates governance suite on GCP
An expanded partnership between the data prep specialist and tech giant makes it easier for joint customers to develop AI and analytics applications using properly prepared data. Continue Reading
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Feature
09 Jan 2025
16 top data governance tools to know about in 2025
Data governance software can help organizations manage governance programs. Here's a look at the key features and capabilities of 16 prominent governance tools. Continue Reading
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News
02 Jan 2025
New Alteryx CEO sees platform as the canvas for AI prep
Following a time of tumult that included going private, the vendor's new leader aims to spur growth by making its platform a pivotal part of the AI development process. Continue Reading
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Opinion
26 Dec 2024
Data management 2025 predictions: Bringing generative AI to enterprise data
Organizations pursuing generative AI tools in 2025 will focus on making sure their data is AI-ready. The tools must work internally before consumers might see options next year. Continue Reading
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Feature
23 Dec 2024
Surging AI development will heighten focus on data in 2025
Without proper training, models and applications will fail. As a result, enterprises will pay increased attention to the information used to train artificial intelligence tools. Continue Reading
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Feature
23 Dec 2024
6 trends that shaped data management, analytics in 2024
The transformation of data platforms into AI development platforms and the rise of agentic AI were the top developments in data management and business intelligence. Continue Reading
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Feature
20 Dec 2024
Platform teams draw on DataOps, MLOps to support GenAI
GenAI calls for more rigorous data discipline than previous forms of analytics, but there are lessons platform teams can learn from existing approaches. Continue Reading
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News
19 Dec 2024
Boomi's Rivery acquisition aimed at AI, real-time analysis
With the purchase, the data integration specialist adds change data capture capabilities for AI and real-time analytics. Continue Reading
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Definition
19 Dec 2024
What is data transformation? Definition, types and benefits
Data transformation is the process of converting data from one format -- such as a database file, Extensible Markup Language document or Excel spreadsheet -- into another. Continue Reading
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News
18 Dec 2024
Record funding round reflects Databricks' differentiation
Based on its AI development and expansion within data management, the record $10 billion the vendor raised shows it is viewed differently from its competitors. Continue Reading
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News
17 Dec 2024
Databricks' record $10 billion funding round to fuel growth
The data lakehouse pioneer has expanded into AI development and plans to use the funding to fuel further investments in AI, make acquisitions and expand go-to-market efforts. Continue Reading
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News
17 Dec 2024
Nexla integration with Nvidia NIM boosts AI development
The complementary partnership combines the data integration vendor's discovery and retrieval capabilities with the tech giant's power to scale and secure AI development. Continue Reading
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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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Definition
02 Dec 2024
What is big data analytics?
Big data analytics is the process of examining big data to uncover information -- such as hidden patterns, correlations, market trends and customer preferences -- that can help organizations make informed business decisions. 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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News
22 Nov 2024
Snowflake fuels edtech vendor's data and AI initiatives
PowerSchool is creating personalized educational experiences for teachers, students, parents, administrators and others by using its data to train AI tools. Continue Reading
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News
20 Nov 2024
Snowflake partners with Anthropic to improve AI development
The alliance aims to make it easier and faster for the data cloud vendor's customers to use the Claude line of large language models when developing advanced applications. 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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News
14 Nov 2024
Alteryx adds tools for cloud, hybrid analytics deployments
The vendor's update includes new data preparation and blending tools, improved interoperability with data warehouses and the preview of AI-powered insight generation capabilities. Continue Reading
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News
14 Nov 2024
Monte Carlo adds more GenAI to data observability platform
The vendor's latest update features an LLM-powered tool that delivers recommendations for developing data quality monitors along with a DataOps dashboard and new integrations. Continue Reading
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News
12 Nov 2024
Snowflake unveils AI development, security capabilities
The vendor's latest includes additions to Cortex AI that simplify developing conversational AI tools and new security measures after its environment was infiltrated in May. Continue Reading
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Tip
11 Nov 2024
Metaplane app adds data observability for Snowflake users
The data observability specialist's new native app for the data cloud enables users to monitor data quality as they develop the analytics and AI tools that inform decisions. 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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News
30 Oct 2024
Alation browser-based extension aims to streamline analysis
The vendor's extension for Google Chrome embeds its tools in users' browsers to reduce time wasted toggling between applications and improve efficiency and speed to insight. Continue Reading
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News
29 Oct 2024
Dremio updates data catalog to support all deployment types
Recognizing that some customers need to keep data on-premises, the vendor has extended the availability of its Data Catalog for Apache Iceberg beyond its cloud-based platform. Continue Reading
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News
25 Oct 2024
Informatica launches blueprints for developing generative AI
The vendor's new frameworks aim to simplify and speed developing GenAI tools and include data integration and governance capabilities along with connectors and best practices. Continue Reading
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Feature
23 Oct 2024
Databricks lakehouse a secret weapon for WNBA's Fever
The vendor's platform has helped Pacers Sports & Entertainment -- parent company of the NBA's Pacers and WNBA's Fever -- free data from isolation to fuel an analytics-driven future. 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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News
22 Oct 2024
Reltio update delivers new AI-powered matching capabilities
The data unification vendor's latest AI tool is a prebuilt customer data matching tool that uses LLMs and machine learning to help users develop more complete customer profiles. 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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News
16 Oct 2024
Informatica update targets preparing data for AI development
The data management vendor's latest platform update includes features aimed at enabling customers to effectively ready their data for informing models and applications. 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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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. These 10 top tools differ in scalability, performance and other features. Continue Reading
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Definition
02 Aug 2024
What is a data flow diagram (DFD)?
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
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