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Data Modeling

Data Modeling and Database Design and Development – including popular approaches such as Agile and Waterfall design - provide the basis for the Visualization, and Management of, Business Data in support of initiatives such a Big Data Analytics, Business Intelligence, Data Governance, Data Security, and other enterprise-wide data-driven objectives.



Data Modeling Articles

The evolution of computing has changed dramatically since the mainframe was first introduced. Thanks to a proliferation of options for handling Big Data more naturally and efficiently than relational database management systems (RDBMS), we are in a "post-relational era." David Teplow, CEO, Integra Technology Consulting, presented his session, "SQL's Sequel: Hadoop and the Post-Relational Revolution" on Tuesday, May 22, 2018 during Data Summit 2018. His session deep dived into the best solutions to utilize during this "era."

Posted May 22, 2018

From recommendation systems to disease diagnosis, machine learning is revolutionizing the process of complex decision making by enabling the analysis of bigger, more complex datasets and the delivery of faster, more accurate results.During the first day of Data Summit, May, 21, 2018, Marina Johnson, assistant professor of analytics, information management/business analytics, Montclair State University and Drexel University, held a pre-conference workshop examining how to develop scalable, real-world machine learning pipelines and applications.

Posted May 21, 2018

With the proliferation of big data throughout enterprises, businesses need innovative ways to derive insights to propel business value. This is where knowledge graphs come in, a tool that can drive new marketing strategies to maintain existing customers and attract new ones.

Posted May 17, 2018

Across industry and academia, the past several years have seen a proverbial explosion of new business analytics education programs.If you're new to the analytics labor market—or looking to advance your credentials—academia has likewise undergone a period of massive innovation as educators work diligently to keep pace with market demands and produce a new breed of business analytics education. The change has been nothing short of astonishing

Posted May 11, 2018

Technology is constantly changing, and IT architects need to keep up with modern developments to ensure that their companies are achieving the best possible return on their IT investment. This can be achieved by architecting a solid IT infrastructure with modern components spanning the hardware, software, network resources, and services required for the operation and management of an enterprise IT environment.

Posted May 11, 2018

Enterprise architects are making major waves. In fact, a recent KPMG study spotlighted enterprise architecture (EA) as today's most in-demand tech skill, as companies recognize EA's critical role in cutting both costs and complexities. But while enterprise architecture is one of the fastest-growing skillsets, it's also undergoing a major evolution. Where the role previously involved exhaustive plans consisting of excessive amounts of analysis, slow timelines, and rigid conceptual models, the agility and DevOps movement has forced old EA mentalities into obsolescence.

Posted May 11, 2018

Fueled by the growing demand for data-driven insights, as well as the explosion of new data sources and formats, innovative big data technologies continue to expand. While the long-trusted RDBMS still reigns supreme in most organizations, the surging force of data from social media, mobile devices, IoT, and other sources, as well as the availability of additional options for data storage and processing, means that there is plenty of room for disruptive new approaches.

Posted May 11, 2018

It's time to vote for the annual Database Trends and Applications Readers' Choice Awards Program in which the winning information management solutions, products, and services are chosen by you—the people who actually use them. Voting ends Friday, May 11, 2018, so be sure cast your ballot now for the candidates of your choice.

Posted May 08, 2018

Agile approaches to projects have been touted by many organizations across the globe.  IT shops frustrated over expensive projects falling well shy of their goals have been desperate for change. These anxious organizations race into trying Agile as a solution to their woes.

Posted May 08, 2018

Data preparation is one of the biggest challenges facing customers today, according to Tableau Software, which cites an often-quoted statistic that analysts spend 80% of their time cleaning and shaping data, and only 20% actually analyzing it. To help speed the time to insight, Tableau has released Tableau Prep, a brand new product designed to help users prepare their data so they can use it for analysis more quickly.

Posted April 30, 2018

SentryOne has acquired Pragmatic Works Software (PWS), a provider of solutions for developing, testing, documenting, and monitoring the Microsoft Data Platform. According to SentryOne, the addition of the PWS product suite gives it a comprehensive offering for the Microsoft data professional, both on premises and in the cloud.

Posted April 30, 2018

The serverless computing architecture—sometimes called function as a service or FaaS—hides not just the underlying virtual machine, but also the application server itself. The cloud simply agrees to execute your code on demand or in response to an event.

Posted April 26, 2018

Special early bird registration pricing for Data Summit 2018 has been extended for 1 week, and will end Friday, April 27. The Data Summit conference is a unique world-class event that brings together IT practitioners and business stakeholders from top corporations, government agencies, and public institutions to learn about the leading technologies and strategies for succeeding in this increasingly data-driven world.

Posted April 17, 2018

Priority Software Ltd., a provider of ERP solutions, is releasing Priority v18.2, enhancing system openness and mobile capabilities, introducing a new document generator, and boosting support for regulations compliance.

Posted April 12, 2018

For data architects, it is not unusual to use a data modeling tool to reverse-engineer existing solutions' databases. The reverse-engineering could occur for a functional reason, such as gathering information to evaluate a replacement option, or to comprehend a solution, seeking to work out what data should be extracted for a downstream business intelligence need.

Posted April 12, 2018

MicroStrategy, a provider of enterprise analytics and mobility software, is releasing an enhanced version of its flagship software, boosting mapping capabilities and more. Version 10.11 introduces new out-of-the-box visualizations, intelligent recommendations for content, prompts for dossiers, a native MicroStrategy Library app for smartphones, and more.

Posted April 10, 2018

GridGain Systems, provider of enterprise-grade in-memory computing solutions based on Apache Ignite, is launching GridGain Professional Edition 2.4, including a Continuous Learning Framework. The addition of this framework in the latest update includes machine learning and a multilayer perceptron (MLP) neural network that enable companies to run machine and deep learning algorithms against their petabyte-scale operational datasets in real-time.

Posted April 05, 2018

Registration is now open for Data Summit 2018 presented by DBTA and Big Data Quarterly. For a limited time, super early bird pricing is also available for the conference which will take place May 22 - 23, 2018 at the Hyatt Regency Boston.

Posted March 28, 2018

SAP is introducing SAP Predictive Engineering Insights, a cloud-based solution that creates virtual equivalents of physical assets. Powered by SAP Leonardo, SAP Predictive Engineering Insights replaces the need for physical inspections with ongoing, live "digital inspection" and analysis.  The new platform will provide real-time, intelligent analysis based on sensor feeds.

Posted March 28, 2018

SAP is launching the application edition of the SAP Predictive Analytics software to help enterprises create and manage predictive machine learning models for applications that run business activities. Co-developed with Accenture, the application edition enables intelligent enterprises by embedding predictive and machine learning capabilities in their applications, putting powerful data-driven insights at the fingertips of every business user.

Posted March 28, 2018

It's time to vote for the annual Database Trends and Applications Readers' Choice Awards Program in which the winning information management solutions, products, and services are chosen by you—the people who actually use them. This year, there are 27 categories in which to vote—providing plenty of opportunity for the recognition of both well-established products as well as new and cutting-edge technologies.

Posted March 28, 2018

With more big data options than ever before we are now in the post-relational database era, according to David Teplow, CEO, Integra Technology Consulting. However, professionals aren't done with relational database management systems (RDBMS) and are utilizing Hadoop, HBase, Cassandra, MongoDB and more, alongside tried and true RDBMS solutions.Teplow will discuss the rise of Hadoop and other massively parallel processing architectures during his Data Summit 2018 session titled, "SQL's Sequel: Hadoop and the Post-Relational Revolution."

Posted March 28, 2018

Data, data, data. With the exponential data growth that has occurred in the last 15 years, a need has arisen to sift through that data to find answers to questions.

Posted March 26, 2018

The rise of DevOps, which promises to bring development and operations teams into alignment, is bringing database managers and administrators ever closer to the key touchpoints of their businesses. DevOps seeks to ensure the continuous delivery and consistent cadence of software releases and means that data professionals will have a key role to play in their organizations' information technology strategy. It's not happening a moment too soon—nimble, tech-savvy competitors have learned to leverage data as strategic business assets and are biting ever deeper into just about every existing market.

Posted March 22, 2018

CloudJumper, a Workspace as a Service (WaaS) platform provider for agile business IT, is adding new features and capabilities to its Cloud Workspace WaaS and App Services platform. The newest generation of Cloud Workspace WaaS by CloudJumper reduces the costs and complexity associated with deploying WaaS in businesses ranging from SMBs to the enterprise.

Posted March 22, 2018

Today, the average enterprise is being flooded with data streams as they come in from a variety of endpoints from smart devices and sensor networks, to web logs and financial transactions. DBTA recently held a webinar featuring Brian Bulkowski, co-founder and CTO, Aerospike, and Dan Potter, VP product management and marketing, Attunity, to educate its readers about the key ingredients for success in building a fast data system.

Posted March 16, 2018

An abundance of database types are flourishing so much so that those who tout "polyglot persistence" insist that one size cannot fit all and focus on integrating multiple data stores. However, multi-model databases are also on the rise and may be a better fit than using multiple data stores. Jeff Fried, CTO, BA Insight will discuss the pros and cons of both approaches at Data Summit 2018 during his session titled, "Polyglot Persistence Versus Multi-Model Databases."

Posted March 14, 2018

Does this sound familiar? You have a backlog of apps that your workforce is craving, and you simply don't have the team (or the time) to build them. In fact, the demand for apps is growing five times faster than IT's capacity to deliver them. This crunch is probably all too familiar for many, and it's forcing IT teams to find new ways to accelerate app development. The age-old question is, do you build, do you buy, or do you do something in between?

Posted March 13, 2018

BMC, a provider of IT solutions for the digital enterprise, is expanding its Control-M Managed File Transfer offering to include support for all file transfers from a single automation platform. With BMC's Control-M solution, companies have instant visibility into the status of file transfers and business application workloads.

Posted March 09, 2018

Alteryx, Inc., provider of data science and analytics solutions, is releasing Alteryx Promote, a component of the Alteryx Analytics platform for both data scientists and citizen data scientists. It is the result of the company's acquisition of Yhat, a Brooklyn-based data science company, announced in June 2017.

Posted March 09, 2018

CA Technologies, a provider of business automation software, is upgrading its CA Workload Automation AE (AutoSys), introducing major new features for enhanced performance. The new release makes the solution easier to own and manage to help users provide that critical applications and businesses processes run smoothly and continuously.

Posted March 08, 2018

Many organizations talk about data governance, but rather than establishing an ongoing governance process that is involved with every project, the governance is viewed as a one-time task to be slogged through, over with and done. Such myopic approaches will only lead to failure. Data governance is like life, it is the journey, not a destination.Proper data governance brings commonality to an organization; it leads the journey to a single version of the truth. A single version of the truth does not mean everyone must kowtow to a single metric, but it does mean distinct calculations unique to dissimilar sub-groups have different specific names at the corporate level, even if those naming differences are subtle.

Posted March 07, 2018

It's understandable that those new to MongoDB - a so-called "schema free" database - might assume that they no longer need to be concerned with the art-science of data modeling. However, in reality data modeling is just as important in MongoDB as in other databases. Indeed, because of some of the modeling principles for MongoDB are less well understood, arguably, more attention needs to be given to the data modeling process.  

Posted March 07, 2018

It's time to submit nominations for the annual Database Trends and Applications Readers' Choice Awards Program in which the winning information management solutions, products, and services are chosen by you—the people who actually use them. This year, there are 28 categories in which to submit nominations.

Posted March 07, 2018

Take advantage of the many opportunities for peer interaction through panel discussions and provocative talks at this year's Data Summit conference. This unique event brings together IT practitioners and business stakeholders from all types of organizations.

Posted March 07, 2018

MapR Technologies has extended advanced containers integration into the MapR Converged Data Platform. The company is enabling the deployment of stateful applications with its Data Fabric for Kubernetes providing persistent storage and full Kubernetes support with volume access. The persistent storage for stateful containers is a well-known problem in the container world, said Jack Norris, SVP of Data & Applications, MapR, noting that MapR is providing an "elegantly simple way" to solve that problem that is scalable, fast, and secure.

Posted March 06, 2018

Red Hat, a provider of enterprise open source solutions, introduced a decision management platform and low-code development tool intended to simplify the development and deployment of rules-based applications and services. Red Hat Decision Manager 7 is the next generation of the company's business rules management offering, Red Hat JBoss BRMS, and is designed to enable organizations to quickly build applications that automate business decisions.

Posted March 05, 2018

Datawatch Corporation is launching Datawatch Monarch Swarm, an intelligent enterprise data preparation and analytics platform that can transform how businesses interact with and leverage their greatest assets. With new and innovative applications of machine learning technology to benefit every user no matter their skill-level, Monarch Swarm empowers every individual, department, and organization with advanced intelligence and insight into how data can be used to drive further team collaboration, socialization, and support of data governance practices.

Posted March 05, 2018

Datical, a provider of database release automation, has introduced Datical 5, the latest version of its enterprise-class platform for automating database releases. Datical aims to bring continuous integration and continuous delivery (CI/CD) processes to the data layer, helping enterprises to achieve a unified pipeline for application and database changes—from development to production.

Posted February 23, 2018

It's no secret that data management has changed dramatically in the nearly 10 years since the onslaught of "big data." A decade ago, the relational database management system (RDBMS) ruled the enterprise.  Today, polyglot persistence is the mandate, and innovative NoSQL and NewSQL databases, cloud services, and data processing technologies have arisen alongside stalwart RDBMSs, data warehouses, and traditional on-premise deployments. However, despite the increasingly challenging data environment, experts agree, opportunities for DBAs abound—provided they are willing to continue learning and growing and to step in to fill gaps where they open up.

Posted February 22, 2018

InfluxData is releasing the latest versions of InfluxEnterprise and InfluxDB with expanded support for high cardinality time series data streams. In order to support ephemeral time series data, InfluxData introduced the concept of a Time Series Index (TSI).

Posted February 22, 2018

WhereScape, a provider of data infrastructure automation software, is releasing an updated version of WhereScape automation featuring Streaming, allowing IT teams to automate real-time data flows and processing. Streaming provides organizations with the capability and flexibility to ingest and process the increasing availability of IoT, social media and other streaming data sources and manage it alongside traditional, batch-based data sources.

Posted February 12, 2018

The worldwide cognitive systems and artificial intelligence revenue has been forecast to grow beyond $47 billion in 2020, changing how we live and work dramatically. Will you be ready? Cognitive Computing Summit is coming to Boston in May to provide a 2-day immersion into the cognitive computing use cases, strategies, and software that every organization should know about now. 

Posted February 09, 2018

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