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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

Databricks is partnering with RStudio, providers of a free and open-source integrated development environment for R, to increase the productivity of data science teams and allow both companies to integrate Databricks' Unified Analytics Platform with the RStudio Server. The RStudio and Databricks integration removes the barriers that stop most R-based machine learning and artificial intelligence (AI) projects.

Posted June 29, 2018

Oracle recently announced general availability of Oracle Application Express (APEX) 18.1, a low-code rapid application development platform that can run in any Oracle Database and is included with every Oracle Database Cloud Service.  APEX enables users to develop, design, and deploy data-driven desktop and mobile applications using only a browser. 

Posted June 20, 2018

Hewlett Packard Enterprise is planning to invest $4 billion in Intelligent Edge technologies and services over the next four years. Specifically, HPE will invest in research and development to advance and innovate new products, services and consumption models across a number of technology domains such as security, AI and machine learning, automation, and edge computing.

Posted June 20, 2018

Boundless, a provider of open and scalable GIS, is releasing Boundless Server Enterprise as a managed cloud service using the most advanced IT infrastructure available. With this release, customers are able to take full advantage of the unmatched geospatial technology of Boundless Server Enterprise, all packaged and ready to support the most complex business challenges immediately.

Posted June 06, 2018

IBM and partners launched a "Call for Code" initiative, an ambitious effort to bring startup, academic, and enterprise developers together to solve one of the most pressing societal issues of our time: preventing, responding to, and recovering from natural disasters.

Posted June 04, 2018

CloudJumper, a Workspace as a Service (WaaS) platform provider for agile business IT, is releasing a business-class Streaming App Services platform, offering a flexible application and data delivery for cloud-forward independent software vendors (ISVs) and application service providers (ASPs).

Posted June 04, 2018

SolarWinds is making a series of updates to its network management product portfolio, allowing the platform to support networks up to four times larger. This improvement makes it easy to consolidate monitoring solutions to a single provider enterprise-wise, and gives IT professionals' far greater flexibility to scale up and support larger data center networks as workloads increase, or scale out to address complex distributed networks. 

Posted June 04, 2018

Under usual circumstances, the one-to-many or many-to-many relationship, alone, drives the pattern used within the database model. Certainly, the logical database model should represent the proper business semantics of the situation. But on the physical side, there may exist extenuating circumstances that would cause a data modeler to consider including an associative table construct for a one-to-many relationship.

Posted June 01, 2018

It's spring-cleaning season, meaning many diligent homeowners are busy trying to organize their closets and homes in preparation for the spring and summer. Organizations, both small and large, also must keep up with cleaning their virtual dust bunnies on a regular basis, just as one would do within their own home.

Posted June 01, 2018

Pure Storage, an all flash storage platform, is releasing portfolio updates, developing a new vision for how businesses can implement a data strategy. Pure Storage is expanding its FlashArray product line to now deliver cost-effective all-NVMe Shared Accelerated Storage for every workload.

Posted May 30, 2018

Looker, a data platform provider, is releasing new tools and integrations to optimize data science workflows. Looker is improving its governed data workflow with an SDK for R and connections for Python, as well as streamed and merged results, Google TensorFlow integrations, and clean, visual recommendations for users.

Posted May 30, 2018

Accenture is collaborating with SAP SE to develop an intelligent entitlement-management solution that helps high-tech companies create and scale new digital business models. The new solution, SAP Entitlement Management, will help companies dynamically change individual customer access rights and other entitlement attributes, as well as install renewal-automation capabilities, so they can rapidly deploy new offerings and more-flexible pricing structures.

Posted May 23, 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

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

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

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

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

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

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

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

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

Cisco announced a turnkey production-grade software container platform intended to address companies' need to have applications seamlessly run the same way on premises and in public clouds. The Cisco Container Platform is designed to help simplify and accelerate how application development and IT operations teams configure, deploy, and manage container clusters based on 100% upstream Kubernetes.

Posted February 05, 2018

DH2i, a provider of multi-platform disaster recovery and cost improvement solutions, is being added to Microsoft's SQL Server High Availability and Disaster Recovery Partners List. The SQL Server High Availability and Disaster Recovery Partner List includes DH2i's DxEnterprise software, a unified Windows and Linux Smart Availability solution for databases and stateful Docker containers. 

Posted February 05, 2018

Far too often, business users seem consumed by the systems they handle. This makes them unable to define the necessary business processes or needs of the organization. All these users can do is describe what their off-the-shelf packages provide for them. In fact, most users take great pride in their "understanding" of the current system. 

Posted February 01, 2018

Compuware has teamed with SonarSource to integrate accurate COBOL test coverage reporting into the automated QA processes they already use to support DevOps and continuous delivery. The companies released new integrations intended to empower enterprise DevOps teams to accurately track and validate code coverage of COBOL application testing.

Posted January 22, 2018

With a new year comes new ideas on how to disrupt the big data industry. From tried and true methods to the introduction of new solutions, several experts are predicting a surge of a combination of both old and new solutions, along with the rise of different roles that will power enterprises through 2018.

Posted January 04, 2018

Don't let the term "unstructured data" confuse you. Structure exists, somehow and somewhere, within unstructured source data. It is that subtle, possibly even encrypted, structure that contains the gems of knowledge that an enterprise seeks. Sometimes those gems only shine when extracted and combined with other little gems from other data sources.

Posted January 02, 2018

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